Files
Morten Hjorth-Jensen 48bfb84b91 added articlels
2023-12-01 15:21:57 +01:00

2689 lines
171 KiB
Plaintext

%merlin.mbs apsrev4-1.bst 2010-07-25 4.21a (PWD, AO, DPC) hacked
%Control: key (0)
%Control: author (0) dotless jnrlst
%Control: editor formatted (1) identically to author
%Control: production of article title (0) allowed
%Control: page (1) range
%Control: year (0) verbatim
%Control: production of eprint (0) enabled
\begin{thebibliography}{189}%
\makeatletter
\providecommand \@ifxundefined [1]{%
\@ifx{#1\undefined}
}%
\providecommand \@ifnum [1]{%
\ifnum #1\expandafter \@firstoftwo
\else \expandafter \@secondoftwo
\fi
}%
\providecommand \@ifx [1]{%
\ifx #1\expandafter \@firstoftwo
\else \expandafter \@secondoftwo
\fi
}%
\providecommand \natexlab [1]{#1}%
\providecommand \enquote [1]{``#1''}%
\providecommand \bibnamefont [1]{#1}%
\providecommand \bibfnamefont [1]{#1}%
\providecommand \citenamefont [1]{#1}%
\providecommand \href@noop [0]{\@secondoftwo}%
\providecommand \href [0]{\begingroup \@sanitize@url \@href}%
\providecommand \@href[1]{\@@startlink{#1}\@@href}%
\providecommand \@@href[1]{\endgroup#1\@@endlink}%
\providecommand \@sanitize@url [0]{\catcode `\\12\catcode `\$12\catcode
`\&12\catcode `\#12\catcode `\^12\catcode `\_12\catcode `\%12\relax}%
\providecommand \@@startlink[1]{}%
\providecommand \@@endlink[0]{}%
\providecommand \url [0]{\begingroup\@sanitize@url \@url }%
\providecommand \@url [1]{\endgroup\@href {#1}{\urlprefix }}%
\providecommand \urlprefix [0]{URL }%
\providecommand \Eprint [0]{\href }%
\providecommand \doibase [0]{http://dx.doi.org/}%
\providecommand \selectlanguage [0]{\@gobble}%
\providecommand \bibinfo [0]{\@secondoftwo}%
\providecommand \bibfield [0]{\@secondoftwo}%
\providecommand \translation [1]{[#1]}%
\providecommand \BibitemOpen [0]{}%
\providecommand \bibitemStop [0]{}%
\providecommand \bibitemNoStop [0]{.\EOS\space}%
\providecommand \EOS [0]{\spacefactor3000\relax}%
\providecommand \BibitemShut [1]{\csname bibitem#1\endcsname}%
\let\auto@bib@innerbib\@empty
%</preamble>
\bibitem [{\citenamefont {Gang}(2007)}]{Xiao:803748}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Wen~Xiao}\
\bibnamefont {Gang}},\ }\href {\doibase
10.1093/acprof:oso/9780199227259.001.0001} {\emph {\bibinfo {title} {{Quantum
field theory of many-body systems: from the origin of sound to an origin of
light and electrons}}}}\ (\bibinfo {publisher} {Oxford University Press},\
\bibinfo {address} {Oxford},\ \bibinfo {year} {2007})\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Carleo}\ \emph {et~al.}(2019)\citenamefont {Carleo},
\citenamefont {Cirac}, \citenamefont {Cranmer}, \citenamefont {Daudet},
\citenamefont {Schuld}, \citenamefont {Tishby}, \citenamefont
{Vogt-Maranto},\ and\ \citenamefont {Zdeborov\'a}}]{RevModPhys.91.045002}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giuseppe}\
\bibnamefont {Carleo}}, \bibinfo {author} {\bibfnamefont {Ignacio}\
\bibnamefont {Cirac}}, \bibinfo {author} {\bibfnamefont {Kyle}\ \bibnamefont
{Cranmer}}, \bibinfo {author} {\bibfnamefont {Laurent}\ \bibnamefont
{Daudet}}, \bibinfo {author} {\bibfnamefont {Maria}\ \bibnamefont {Schuld}},
\bibinfo {author} {\bibfnamefont {Naftali}\ \bibnamefont {Tishby}}, \bibinfo
{author} {\bibfnamefont {Leslie}\ \bibnamefont {Vogt-Maranto}}, \ and\
\bibinfo {author} {\bibfnamefont {Lenka}\ \bibnamefont {Zdeborov\'a}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Machine learning and the
physical sciences},}\ }\href {\doibase 10.1103/RevModPhys.91.045002}
{\bibfield {journal} {\bibinfo {journal} {Rev. Mod. Phys.}\ }\textbf
{\bibinfo {volume} {91}},\ \bibinfo {pages} {045002} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont
{Carrasquilla}(2020)}]{doi:10.1080/23746149.2020.1797528}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine
learning for quantum matter},}\ }\href {\doibase
10.1080/23746149.2020.1797528} {\bibfield {journal} {\bibinfo {journal}
{Advances in Physics: X}\ }\textbf {\bibinfo {volume} {5}},\ \bibinfo {pages}
{1797528} (\bibinfo {year} {2020})},\ \Eprint
{http://arxiv.org/abs/https://doi.org/10.1080/23746149.2020.1797528}
{https://doi.org/10.1080/23746149.2020.1797528} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Torlai}\ and\ \citenamefont
{Melko}(2020)}]{annurev-conmatphys-031119-050651}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}\ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine-learning
quantum states in the nisq era},}\ }\href {\doibase
10.1146/annurev-conmatphys-031119-050651} {\bibfield {journal} {\bibinfo
{journal} {Annual Review of Condensed Matter Physics}\ }\textbf {\bibinfo
{volume} {11}},\ \bibinfo {pages} {325--344} (\bibinfo {year} {2020})},\
\Eprint
{http://arxiv.org/abs/https://doi.org/10.1146/annurev-conmatphys-031119-050651}
{https://doi.org/10.1146/annurev-conmatphys-031119-050651} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Carrasquilla}\ and\ \citenamefont
{Melko}(2017)}]{carrasquilla2017nature}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}}\ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\
\bibnamefont {Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Machine learning phases of matter},}\ }\href
{https://doi.org/10.1038/nphys4035} {\bibfield {journal} {\bibinfo
{journal} {Nature Physics}\ }\textbf {\bibinfo {volume} {13}},\ \bibinfo
{pages} {431} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {van Nieuwenburg}\ \emph {et~al.}(2017)\citenamefont
{van Nieuwenburg}, \citenamefont {Liu},\ and\ \citenamefont
{Huber}}]{evert2017nature}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Evert P.~L.}\
\bibnamefont {van Nieuwenburg}}, \bibinfo {author} {\bibfnamefont {Ye-Hua}\
\bibnamefont {Liu}}, \ and\ \bibinfo {author} {\bibfnamefont {Sebastian~D.}\
\bibnamefont {Huber}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Learning phase transitions by confusion},}\ }\href
{https://doi.org/10.1038/nphys4037} {\bibfield {journal} {\bibinfo
{journal} {Nature Physics}\ }\textbf {\bibinfo {volume} {13}},\ \bibinfo
{pages} {435} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Torlai}\ and\ \citenamefont
{Melko}(2016)}]{torlai_learning_2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}\ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Learning
thermodynamics with {Boltzmann} machines},}\ }\href {\doibase
10.1103/PhysRevB.94.165134} {\bibfield {journal} {\bibinfo {journal}
{Physical Review B}\ }\textbf {\bibinfo {volume} {94}},\ \bibinfo {pages}
{165134} (\bibinfo {year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Wang}(2016)}]{leiwang2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Lei}\ \bibnamefont
{Wang}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Discovering phase
transitions with unsupervised learning},}\ }\href {\doibase
10.1103/PhysRevB.94.195105} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {94}},\ \bibinfo {pages} {195105}
(\bibinfo {year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Ch'ng}\ \emph {et~al.}(2017)\citenamefont {Ch'ng},
\citenamefont {Carrasquilla}, \citenamefont {Melko},\ and\ \citenamefont
{Khatami}}]{chng2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Kelvin}\ \bibnamefont
{Ch'ng}}, \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}}, \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}}, \ and\ \bibinfo {author} {\bibfnamefont {Ehsan}\ \bibnamefont
{Khatami}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine
learning phases of strongly correlated fermions},}\ }\href {\doibase
10.1103/PhysRevX.7.031038} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. X}\ }\textbf {\bibinfo {volume} {7}},\ \bibinfo {pages} {031038}
(\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Broecker}\ \emph
{et~al.}(2017{\natexlab{a}})\citenamefont {Broecker}, \citenamefont
{Carrasquilla}, \citenamefont {Melko},\ and\ \citenamefont
{Trebst}}]{broecker2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Peter}\ \bibnamefont
{Broecker}}, \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}}, \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}}, \ and\ \bibinfo {author} {\bibfnamefont {Simon}\ \bibnamefont
{Trebst}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine learning
quantum phases of matter beyond the fermion sign problem},}\ }\href {\doibase
10.1038/s41598-017-09098-0} {\bibfield {journal} {\bibinfo {journal}
{Scientific Reports}\ }\textbf {\bibinfo {volume} {7}},\ \bibinfo {pages}
{8823} (\bibinfo {year} {2017}{\natexlab{a}})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Zhang}\ and\ \citenamefont {Kim}(2017)}]{eun-ah2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Yi}~\bibnamefont
{Zhang}}\ and\ \bibinfo {author} {\bibfnamefont {Eun-Ah}\ \bibnamefont
{Kim}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Quantum loop
topography for machine learning},}\ }\href {\doibase
10.1103/PhysRevLett.118.216401} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {118}},\ \bibinfo {pages}
{216401} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Deng}\ \emph {et~al.}(2017)\citenamefont {Deng},
\citenamefont {Li},\ and\ \citenamefont {Das~Sarma}}]{dassarma2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Dong-Ling}\
\bibnamefont {Deng}}, \bibinfo {author} {\bibfnamefont {Xiaopeng}\
\bibnamefont {Li}}, \ and\ \bibinfo {author} {\bibfnamefont {S.}~\bibnamefont
{Das~Sarma}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine
learning topological states},}\ }\href {\doibase 10.1103/PhysRevB.96.195145}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. B}\ }\textbf {\bibinfo
{volume} {96}},\ \bibinfo {pages} {195145} (\bibinfo {year}
{2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Schindler}\ \emph {et~al.}(2017)\citenamefont
{Schindler}, \citenamefont {Regnault},\ and\ \citenamefont
{Neupert}}]{neupeurt2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Frank}\ \bibnamefont
{Schindler}}, \bibinfo {author} {\bibfnamefont {Nicolas}\ \bibnamefont
{Regnault}}, \ and\ \bibinfo {author} {\bibfnamefont {Titus}\ \bibnamefont
{Neupert}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Probing
many-body localization with neural networks},}\ }\href {\doibase
10.1103/PhysRevB.95.245134} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {95}},\ \bibinfo {pages} {245134}
(\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hsu}\ \emph {et~al.}(2018)\citenamefont {Hsu},
\citenamefont {Li}, \citenamefont {Deng},\ and\ \citenamefont
{Das~Sarma}}]{yi-ting2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Yi-Ting}\ \bibnamefont
{Hsu}}, \bibinfo {author} {\bibfnamefont {Xiao}\ \bibnamefont {Li}}, \bibinfo
{author} {\bibfnamefont {Dong-Ling}\ \bibnamefont {Deng}}, \ and\ \bibinfo
{author} {\bibfnamefont {S.}~\bibnamefont {Das~Sarma}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Machine learning many-body localization: Search
for the elusive nonergodic metal},}\ }\href {\doibase
10.1103/PhysRevLett.121.245701} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {121}},\ \bibinfo {pages}
{245701} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Huembeli}\ \emph {et~al.}(2018)\citenamefont
{Huembeli}, \citenamefont {Dauphin},\ and\ \citenamefont
{Wittek}}]{huembeli2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Patrick}\ \bibnamefont
{Huembeli}}, \bibinfo {author} {\bibfnamefont {Alexandre}\ \bibnamefont
{Dauphin}}, \ and\ \bibinfo {author} {\bibfnamefont {Peter}\ \bibnamefont
{Wittek}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Identifying
quantum phase transitions with adversarial neural networks},}\ }\href
{\doibase 10.1103/PhysRevB.97.134109} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume} {97}},\ \bibinfo
{pages} {134109} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Greitemann}\ \emph {et~al.}(2019)\citenamefont
{Greitemann}, \citenamefont {Liu},\ and\ \citenamefont
{Pollet}}]{PhysRevB.99.060404}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jonas}\ \bibnamefont
{Greitemann}}, \bibinfo {author} {\bibfnamefont {Ke}~\bibnamefont {Liu}}, \
and\ \bibinfo {author} {\bibfnamefont {Lode}\ \bibnamefont {Pollet}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Probing hidden spin order
with interpretable machine learning},}\ }\href {\doibase
10.1103/PhysRevB.99.060404} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {99}},\ \bibinfo {pages} {060404}
(\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Liu}\ \emph {et~al.}(2019)\citenamefont {Liu},
\citenamefont {Greitemann},\ and\ \citenamefont
{Pollet}}]{PhysRevB.99.104410}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Ke}~\bibnamefont
{Liu}}, \bibinfo {author} {\bibfnamefont {Jonas}\ \bibnamefont {Greitemann}},
\ and\ \bibinfo {author} {\bibfnamefont {Lode}\ \bibnamefont {Pollet}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Learning multiple order
parameters with interpretable machines},}\ }\href {\doibase
10.1103/PhysRevB.99.104410} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {99}},\ \bibinfo {pages} {104410}
(\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Zhang}\ \emph {et~al.}(2019)\citenamefont {Zhang},
\citenamefont {Mesaros}, \citenamefont {Fujita}, \citenamefont {Edkins},
\citenamefont {Hamidian}, \citenamefont {Ch'ng}, \citenamefont {Eisaki},
\citenamefont {Uchida}, \citenamefont {Davis}, \citenamefont {Khatami},\ and\
\citenamefont {Kim}}]{Zhang_MLcuprates}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Yi}~\bibnamefont
{Zhang}}, \bibinfo {author} {\bibfnamefont {A.}~\bibnamefont {Mesaros}},
\bibinfo {author} {\bibfnamefont {K.}~\bibnamefont {Fujita}}, \bibinfo
{author} {\bibfnamefont {S.~D.}\ \bibnamefont {Edkins}}, \bibinfo {author}
{\bibfnamefont {M.~H.}\ \bibnamefont {Hamidian}}, \bibinfo {author}
{\bibfnamefont {K.}~\bibnamefont {Ch'ng}}, \bibinfo {author} {\bibfnamefont
{H.}~\bibnamefont {Eisaki}}, \bibinfo {author} {\bibfnamefont
{S.}~\bibnamefont {Uchida}}, \bibinfo {author} {\bibfnamefont
{J.~C.~S{\'e}amus}\ \bibnamefont {Davis}}, \bibinfo {author} {\bibfnamefont
{Ehsan}\ \bibnamefont {Khatami}}, \ and\ \bibinfo {author} {\bibfnamefont
{Eun-Ah}\ \bibnamefont {Kim}},\ }\bibfield {title} {\enquote {\bibinfo
{title} {Machine learning in electronic-quantum-matter imaging
experiments},}\ }\href {\doibase 10.1038/s41586-019-1319-8} {\bibfield
{journal} {\bibinfo {journal} {Nature}\ }\textbf {\bibinfo {volume} {570}},\
\bibinfo {pages} {484--490} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Bohrdt}\ \emph {et~al.}(2018)\citenamefont {Bohrdt},
\citenamefont {Chiu}, \citenamefont {Ji}, \citenamefont {Xu}, \citenamefont
{Greif}, \citenamefont {Greiner}, \citenamefont {Demler}, \citenamefont
{Grusdt},\ and\ \citenamefont {Knap}}]{Bohrdt2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Annabelle}\
\bibnamefont {Bohrdt}}, \bibinfo {author} {\bibfnamefont {Christie~S.}\
\bibnamefont {Chiu}}, \bibinfo {author} {\bibfnamefont {Geoffrey}\
\bibnamefont {Ji}}, \bibinfo {author} {\bibfnamefont {Muqing}\ \bibnamefont
{Xu}}, \bibinfo {author} {\bibfnamefont {Daniel}\ \bibnamefont {Greif}},
\bibinfo {author} {\bibfnamefont {Markus}\ \bibnamefont {Greiner}}, \bibinfo
{author} {\bibfnamefont {Eugene}\ \bibnamefont {Demler}}, \bibinfo {author}
{\bibfnamefont {Fabian}\ \bibnamefont {Grusdt}}, \ and\ \bibinfo {author}
{\bibfnamefont {Michael}\ \bibnamefont {Knap}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {{Classifying Snapshots of the Doped Hubbard
Model with Machine Learning}},}\ }\href {http://arxiv.org/abs/1811.12425} {\
(\bibinfo {year} {2018})},\ \Eprint {http://arxiv.org/abs/1811.12425}
{arXiv:1811.12425} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Rem}\ \emph {et~al.}(2018)\citenamefont {Rem},
\citenamefont {K{\"{a}}ming}, \citenamefont {Tarnowski}, \citenamefont
{Asteria}, \citenamefont {Fl{\"{a}}schner}, \citenamefont {Becker},
\citenamefont {Sengstock},\ and\ \citenamefont {Weitenberg}}]{Rem2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Benno~S.}\
\bibnamefont {Rem}}, \bibinfo {author} {\bibfnamefont {Niklas}\ \bibnamefont
{K{\"{a}}ming}}, \bibinfo {author} {\bibfnamefont {Matthias}\ \bibnamefont
{Tarnowski}}, \bibinfo {author} {\bibfnamefont {Luca}\ \bibnamefont
{Asteria}}, \bibinfo {author} {\bibfnamefont {Nick}\ \bibnamefont
{Fl{\"{a}}schner}}, \bibinfo {author} {\bibfnamefont {Christoph}\
\bibnamefont {Becker}}, \bibinfo {author} {\bibfnamefont {Klaus}\
\bibnamefont {Sengstock}}, \ and\ \bibinfo {author} {\bibfnamefont
{Christof}\ \bibnamefont {Weitenberg}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {{Identifying Quantum Phase Transitions using Artificial
Neural Networks on Experimental Data}},}\ }\href
{http://arxiv.org/abs/1809.05519} {\ (\bibinfo {year} {2018})},\ \Eprint
{http://arxiv.org/abs/1809.05519} {arXiv:1809.05519} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Lian}\ \emph {et~al.}(2019)\citenamefont {Lian},
\citenamefont {Wang}, \citenamefont {Lu}, \citenamefont {Huang},
\citenamefont {Wang}, \citenamefont {Yuan}, \citenamefont {Zhang},
\citenamefont {Ouyang}, \citenamefont {Wang}, \citenamefont {Huang},
\citenamefont {He}, \citenamefont {Chang}, \citenamefont {Deng},\ and\
\citenamefont {Duan}}]{PhysRevLett.122.210503}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Wenqian}\ \bibnamefont
{Lian}}, \bibinfo {author} {\bibfnamefont {Sheng-Tao}\ \bibnamefont {Wang}},
\bibinfo {author} {\bibfnamefont {Sirui}\ \bibnamefont {Lu}}, \bibinfo
{author} {\bibfnamefont {Yuanyuan}\ \bibnamefont {Huang}}, \bibinfo {author}
{\bibfnamefont {Fei}\ \bibnamefont {Wang}}, \bibinfo {author} {\bibfnamefont
{Xinxing}\ \bibnamefont {Yuan}}, \bibinfo {author} {\bibfnamefont {Wengang}\
\bibnamefont {Zhang}}, \bibinfo {author} {\bibfnamefont {Xiaolong}\
\bibnamefont {Ouyang}}, \bibinfo {author} {\bibfnamefont {Xin}\ \bibnamefont
{Wang}}, \bibinfo {author} {\bibfnamefont {Xianzhi}\ \bibnamefont {Huang}},
\bibinfo {author} {\bibfnamefont {Li}~\bibnamefont {He}}, \bibinfo {author}
{\bibfnamefont {Xiuying}\ \bibnamefont {Chang}}, \bibinfo {author}
{\bibfnamefont {Dong-Ling}\ \bibnamefont {Deng}}, \ and\ \bibinfo {author}
{\bibfnamefont {Luming}\ \bibnamefont {Duan}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Machine learning topological phases with a solid-state
quantum simulator},}\ }\href {\doibase 10.1103/PhysRevLett.122.210503}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {122}},\ \bibinfo {pages} {210503} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Huang}\ and\ \citenamefont {Wang}(2017)}]{huang2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Li}~\bibnamefont
{Huang}}\ and\ \bibinfo {author} {\bibfnamefont {Lei}\ \bibnamefont {Wang}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Accelerated monte carlo
simulations with restricted boltzmann machines},}\ }\href {\doibase
10.1103/PhysRevB.95.035105} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {95}},\ \bibinfo {pages} {035105}
(\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Liu}\ \emph {et~al.}(2017)\citenamefont {Liu},
\citenamefont {Qi}, \citenamefont {Meng},\ and\ \citenamefont
{Fu}}]{junwei2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Junwei}\ \bibnamefont
{Liu}}, \bibinfo {author} {\bibfnamefont {Yang}\ \bibnamefont {Qi}}, \bibinfo
{author} {\bibfnamefont {Zi~Yang}\ \bibnamefont {Meng}}, \ and\ \bibinfo
{author} {\bibfnamefont {Liang}\ \bibnamefont {Fu}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Self-learning monte carlo method},}\ }\href
{\doibase 10.1103/PhysRevB.95.041101} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume} {95}},\ \bibinfo
{pages} {041101} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Xu}\ \emph {et~al.}(2017)\citenamefont {Xu},
\citenamefont {Qi}, \citenamefont {Liu}, \citenamefont {Fu},\ and\
\citenamefont {Meng}}]{xiao_yan2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Xiao~Yan}\
\bibnamefont {Xu}}, \bibinfo {author} {\bibfnamefont {Yang}\ \bibnamefont
{Qi}}, \bibinfo {author} {\bibfnamefont {Junwei}\ \bibnamefont {Liu}},
\bibinfo {author} {\bibfnamefont {Liang}\ \bibnamefont {Fu}}, \ and\ \bibinfo
{author} {\bibfnamefont {Zi~Yang}\ \bibnamefont {Meng}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Self-learning quantum monte carlo method in
interacting fermion systems},}\ }\href {\doibase 10.1103/PhysRevB.96.041119}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. B}\ }\textbf {\bibinfo
{volume} {96}},\ \bibinfo {pages} {041119} (\bibinfo {year}
{2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Inack}\ \emph {et~al.}(2018)\citenamefont {Inack},
\citenamefont {Santoro}, \citenamefont {Dell'Anna},\ and\ \citenamefont
{Pilati}}]{inack2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {E.~M.}\ \bibnamefont
{Inack}}, \bibinfo {author} {\bibfnamefont {G.~E.}\ \bibnamefont {Santoro}},
\bibinfo {author} {\bibfnamefont {L.}~\bibnamefont {Dell'Anna}}, \ and\
\bibinfo {author} {\bibfnamefont {S.}~\bibnamefont {Pilati}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Projective quantum monte carlo
simulations guided by unrestricted neural network states},}\ }\href {\doibase
10.1103/PhysRevB.98.235145} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {98}},\ \bibinfo {pages} {235145}
(\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Parolini}\ \emph {et~al.}(2019)\citenamefont
{Parolini}, \citenamefont {Inack}, \citenamefont {Giudici},\ and\
\citenamefont {Pilati}}]{parolini2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {T.}~\bibnamefont
{Parolini}}, \bibinfo {author} {\bibfnamefont {E.~M.}\ \bibnamefont {Inack}},
\bibinfo {author} {\bibfnamefont {G.}~\bibnamefont {Giudici}}, \ and\
\bibinfo {author} {\bibfnamefont {S.}~\bibnamefont {Pilati}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Tunneling in projective quantum monte
carlo simulations with guiding wave functions},}\ }\href {\doibase
10.1103/PhysRevB.100.214303} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. B}\ }\textbf {\bibinfo {volume} {100}},\ \bibinfo {pages}
{214303} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Pilati}\ \emph {et~al.}(2019)\citenamefont {Pilati},
\citenamefont {Inack},\ and\ \citenamefont {Pieri}}]{pilati2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {S.}~\bibnamefont
{Pilati}}, \bibinfo {author} {\bibfnamefont {E.~M.}\ \bibnamefont {Inack}}, \
and\ \bibinfo {author} {\bibfnamefont {P.}~\bibnamefont {Pieri}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Self-learning projective quantum monte
carlo simulations guided by restricted boltzmann machines},}\ }\href
{\doibase 10.1103/PhysRevE.100.043301} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. E}\ }\textbf {\bibinfo {volume} {100}},\ \bibinfo
{pages} {043301} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {McNaughton}\ \emph {et~al.}(2020)\citenamefont
{McNaughton}, \citenamefont {Milo\ifmmode \check{s}\else
\v{s}\fi{}evi\ifmmode~\acute{c}\else \'{c}\fi{}}, \citenamefont {Perali},\
and\ \citenamefont {Pilati}}]{mcnaughton2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {B.}~\bibnamefont
{McNaughton}}, \bibinfo {author} {\bibfnamefont {M.~V.}\ \bibnamefont
{Milo\ifmmode \check{s}\else \v{s}\fi{}evi\ifmmode~\acute{c}\else
\'{c}\fi{}}}, \bibinfo {author} {\bibfnamefont {A.}~\bibnamefont {Perali}}, \
and\ \bibinfo {author} {\bibfnamefont {S.}~\bibnamefont {Pilati}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Boosting monte carlo
simulations of spin glasses using autoregressive neural networks},}\ }\href
{\doibase 10.1103/PhysRevE.101.053312} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. E}\ }\textbf {\bibinfo {volume} {101}},\ \bibinfo
{pages} {053312} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Albergo}\ \emph {et~al.}(2019)\citenamefont
{Albergo}, \citenamefont {Kanwar},\ and\ \citenamefont
{Shanahan}}]{albergo2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {M.~S.}\ \bibnamefont
{Albergo}}, \bibinfo {author} {\bibfnamefont {G.}~\bibnamefont {Kanwar}}, \
and\ \bibinfo {author} {\bibfnamefont {P.~E.}\ \bibnamefont {Shanahan}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Flow-based generative models
for markov chain monte carlo in lattice field theory},}\ }\href {\doibase
10.1103/PhysRevD.100.034515} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. D}\ }\textbf {\bibinfo {volume} {100}},\ \bibinfo {pages}
{034515} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Wu}\ \emph {et~al.}(2019)\citenamefont {Wu},
\citenamefont {Wang},\ and\ \citenamefont {Zhang}}]{Wu_2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Dian}\ \bibnamefont
{Wu}}, \bibinfo {author} {\bibfnamefont {Lei}\ \bibnamefont {Wang}}, \ and\
\bibinfo {author} {\bibfnamefont {Pan}\ \bibnamefont {Zhang}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Solving statistical mechanics using
variational autoregressive networks},}\ }\href {\doibase
10.1103/PhysRevLett.122.080602} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {122}},\ \bibinfo {pages}
{080602} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Androsiuk}\ \emph {et~al.}(1993)\citenamefont
{Androsiuk}, \citenamefont {Kulak},\ and\ \citenamefont
{Sienicki}}]{androsiuk1993}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {J.}~\bibnamefont
{Androsiuk}}, \bibinfo {author} {\bibfnamefont {L.}~\bibnamefont {Kulak}}, \
and\ \bibinfo {author} {\bibfnamefont {K.}~\bibnamefont {Sienicki}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Neural network solution of
the schroedinger equation for a two-dimensional harmonic oscillator},}\
}\href {\doibase https://doi.org/10.1016/0301-0104(93)80153-Z} {\bibfield
{journal} {\bibinfo {journal} {Chemical Physics}\ }\textbf {\bibinfo
{volume} {173}},\ \bibinfo {pages} {377 -- 383} (\bibinfo {year}
{1993})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Lagaris}}\ \emph {et~al.}(1998)\citenamefont
{{Lagaris}}, \citenamefont {{Likas}},\ and\ \citenamefont
{{Fotiadis}}}]{LAGARIS19971}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {I.~E.}\ \bibnamefont
{{Lagaris}}}, \bibinfo {author} {\bibfnamefont {A.}~\bibnamefont {{Likas}}},
\ and\ \bibinfo {author} {\bibfnamefont {D.~I.}\ \bibnamefont {{Fotiadis}}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Artificial neural networks
for solving ordinary and partial differential equations},}\ }\href {\doibase
10.1109/72.712178} {\bibfield {journal} {\bibinfo {journal} {IEEE
Transactions on Neural Networks}\ }\textbf {\bibinfo {volume} {9}},\ \bibinfo
{pages} {987--1000} (\bibinfo {year} {1998})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Carleo}\ and\ \citenamefont
{Troyer}(2017)}]{Carleo_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giuseppe}\
\bibnamefont {Carleo}}\ and\ \bibinfo {author} {\bibfnamefont {Matthias}\
\bibnamefont {Troyer}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Solving the quantum many-body problem with artificial neural networks},}\
}\href {\doibase 10.1126/science.aag2302} {\bibfield {journal} {\bibinfo
{journal} {Science}\ }\textbf {\bibinfo {volume} {355}},\ \bibinfo {pages}
{602--606} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Cai}\ and\ \citenamefont {Liu}(2018)}]{zi2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Zi}~\bibnamefont
{Cai}}\ and\ \bibinfo {author} {\bibfnamefont {Jinguo}\ \bibnamefont {Liu}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Approximating quantum
many-body wave functions using artificial neural networks},}\ }\href
{\doibase 10.1103/PhysRevB.97.035116} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume} {97}},\ \bibinfo
{pages} {035116} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Luo}\ and\ \citenamefont {Clark}(2019)}]{Di_Luo}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Di}~\bibnamefont
{Luo}}\ and\ \bibinfo {author} {\bibfnamefont {Bryan~K.}\ \bibnamefont
{Clark}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Backflow
transformations via neural networks for quantum many-body wave functions},}\
}\href {\doibase 10.1103/PhysRevLett.122.226401} {\bibfield {journal}
{\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {122}},\
\bibinfo {pages} {226401} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Pfau}\ \emph {et~al.}(2020)\citenamefont {Pfau},
\citenamefont {Spencer}, \citenamefont {Matthews},\ and\ \citenamefont
{Foulkes}}]{pfau2019abinitio}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
{Pfau}}, \bibinfo {author} {\bibfnamefont {James~S.}\ \bibnamefont
{Spencer}}, \bibinfo {author} {\bibfnamefont {Alexander G. D.~G.}\
\bibnamefont {Matthews}}, \ and\ \bibinfo {author} {\bibfnamefont {W.~M.~C.}\
\bibnamefont {Foulkes}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Ab
initio solution of the many-electron schr\"odinger equation with deep neural
networks},}\ }\href {\doibase 10.1103/PhysRevResearch.2.033429} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Research}\ }\textbf {\bibinfo
{volume} {2}},\ \bibinfo {pages} {033429} (\bibinfo {year}
{2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hermann}\ \emph {et~al.}(2020)\citenamefont
{Hermann}, \citenamefont {Schätzle},\ and\ \citenamefont
{Noé}}]{hermann2019deep}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jan}\ \bibnamefont
{Hermann}}, \bibinfo {author} {\bibfnamefont {Zeno}\ \bibnamefont
{Schätzle}}, \ and\ \bibinfo {author} {\bibfnamefont {Frank}\ \bibnamefont
{Noé}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Deep-neural-network solution of the electronic {Schrödinger} equation},}\
}\href {\doibase 10.1038/s41557-020-0544-y} {\bibfield {journal} {\bibinfo
{journal} {Nature Chemistry}\ }\textbf {\bibinfo {volume} {12}},\ \bibinfo
{pages} {891--897} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hartmann}\ and\ \citenamefont
{Carleo}(2019)}]{PhysRevLett.122.250502}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Michael~J.}\
\bibnamefont {Hartmann}}\ and\ \bibinfo {author} {\bibfnamefont {Giuseppe}\
\bibnamefont {Carleo}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Neural-network approach to dissipative quantum many-body dynamics},}\ }\href
{\doibase 10.1103/PhysRevLett.122.250502} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {122}},\ \bibinfo
{pages} {250502} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Nagy}\ and\ \citenamefont
{Savona}(2019)}]{PhysRevLett.122.250501}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Alexandra}\
\bibnamefont {Nagy}}\ and\ \bibinfo {author} {\bibfnamefont {Vincenzo}\
\bibnamefont {Savona}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Variational quantum monte carlo method with a neural-network ansatz for open
quantum systems},}\ }\href {\doibase 10.1103/PhysRevLett.122.250501}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {122}},\ \bibinfo {pages} {250501} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Vicentini}\ \emph {et~al.}(2019)\citenamefont
{Vicentini}, \citenamefont {Biella}, \citenamefont {Regnault},\ and\
\citenamefont {Ciuti}}]{PhysRevLett.122.250503}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Filippo}\ \bibnamefont
{Vicentini}}, \bibinfo {author} {\bibfnamefont {Alberto}\ \bibnamefont
{Biella}}, \bibinfo {author} {\bibfnamefont {Nicolas}\ \bibnamefont
{Regnault}}, \ and\ \bibinfo {author} {\bibfnamefont {Cristiano}\
\bibnamefont {Ciuti}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Variational neural-network ansatz for steady states in open quantum
systems},}\ }\href {\doibase 10.1103/PhysRevLett.122.250503} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo
{volume} {122}},\ \bibinfo {pages} {250503} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Yoshioka}\ and\ \citenamefont
{Hamazaki}(2019)}]{PhysRevB.99.214306}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Nobuyuki}\
\bibnamefont {Yoshioka}}\ and\ \bibinfo {author} {\bibfnamefont {Ryusuke}\
\bibnamefont {Hamazaki}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Constructing neural stationary states for open quantum many-body systems},}\
}\href {\doibase 10.1103/PhysRevB.99.214306} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume} {99}},\ \bibinfo
{pages} {214306} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Choo}\ \emph {et~al.}(2020)\citenamefont {Choo},
\citenamefont {Mezzacapo},\ and\ \citenamefont
{Carleo}}]{choo_fermionicnqs2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Kenny}\ \bibnamefont
{Choo}}, \bibinfo {author} {\bibfnamefont {Antonio}\ \bibnamefont
{Mezzacapo}}, \ and\ \bibinfo {author} {\bibfnamefont {Giuseppe}\
\bibnamefont {Carleo}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Fermionic neural-network states for ab-initio electronic structure},}\
}\href {\doibase 10.1038/s41467-020-15724-9} {\bibfield {journal} {\bibinfo
{journal} {Nature Communications}\ }\textbf {\bibinfo {volume} {11}},\
\bibinfo {pages} {2368} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Sharir}\ \emph {et~al.}(2020)\citenamefont {Sharir},
\citenamefont {Levine}, \citenamefont {Wies}, \citenamefont {Carleo},\ and\
\citenamefont {Shashua}}]{PhysRevLett.124.020503}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Or}~\bibnamefont
{Sharir}}, \bibinfo {author} {\bibfnamefont {Yoav}\ \bibnamefont {Levine}},
\bibinfo {author} {\bibfnamefont {Noam}\ \bibnamefont {Wies}}, \bibinfo
{author} {\bibfnamefont {Giuseppe}\ \bibnamefont {Carleo}}, \ and\ \bibinfo
{author} {\bibfnamefont {Amnon}\ \bibnamefont {Shashua}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Deep autoregressive models for the
efficient variational simulation of many-body quantum systems},}\ }\href
{\doibase 10.1103/PhysRevLett.124.020503} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {124}},\ \bibinfo
{pages} {020503} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hibat-Allah}\ \emph {et~al.}(2020)\citenamefont
{Hibat-Allah}, \citenamefont {Ganahl}, \citenamefont {Hayward}, \citenamefont
{Melko},\ and\ \citenamefont {Carrasquilla}}]{RNNWF_2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Mohamed}\ \bibnamefont
{Hibat-Allah}}, \bibinfo {author} {\bibfnamefont {Martin}\ \bibnamefont
{Ganahl}}, \bibinfo {author} {\bibfnamefont {Lauren~E.}\ \bibnamefont
{Hayward}}, \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}}, \ and\ \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Recurrent
neural network wave functions},}\ }\href {\doibase
10.1103/PhysRevResearch.2.023358} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Research}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo {pages}
{023358} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Roth}}(2020)}]{roth2020iterative}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Christopher}\
\bibnamefont {{Roth}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{Iterative Retraining of Quantum Spin Models Using Recurrent Neural
Networks}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal}
{arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2003.06228}} (\bibinfo {year}
{2020})},\ \Eprint {http://arxiv.org/abs/2003.06228} {arXiv:2003.06228
[physics.comp-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Bukov}\ \emph
{et~al.}(2018{\natexlab{a}})\citenamefont {Bukov}, \citenamefont {Day},
\citenamefont {Sels}, \citenamefont {Weinberg}, \citenamefont {Polkovnikov},\
and\ \citenamefont {Mehta}}]{PhysRevX.8.031086}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Marin}\ \bibnamefont
{Bukov}}, \bibinfo {author} {\bibfnamefont {Alexandre G.~R.}\ \bibnamefont
{Day}}, \bibinfo {author} {\bibfnamefont {Dries}\ \bibnamefont {Sels}},
\bibinfo {author} {\bibfnamefont {Phillip}\ \bibnamefont {Weinberg}},
\bibinfo {author} {\bibfnamefont {Anatoli}\ \bibnamefont {Polkovnikov}}, \
and\ \bibinfo {author} {\bibfnamefont {Pankaj}\ \bibnamefont {Mehta}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Reinforcement learning in
different phases of quantum control},}\ }\href {\doibase
10.1103/PhysRevX.8.031086} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. X}\ }\textbf {\bibinfo {volume} {8}},\ \bibinfo {pages} {031086}
(\bibinfo {year} {2018}{\natexlab{a}})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {F\"osel}\ \emph {et~al.}(2018)\citenamefont
{F\"osel}, \citenamefont {Tighineanu}, \citenamefont {Weiss},\ and\
\citenamefont {Marquardt}}]{PhysRevX.8.031084}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Thomas}\ \bibnamefont
{F\"osel}}, \bibinfo {author} {\bibfnamefont {Petru}\ \bibnamefont
{Tighineanu}}, \bibinfo {author} {\bibfnamefont {Talitha}\ \bibnamefont
{Weiss}}, \ and\ \bibinfo {author} {\bibfnamefont {Florian}\ \bibnamefont
{Marquardt}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Reinforcement
learning with neural networks for quantum feedback},}\ }\href {\doibase
10.1103/PhysRevX.8.031084} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. X}\ }\textbf {\bibinfo {volume} {8}},\ \bibinfo {pages} {031084}
(\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Day}\ \emph {et~al.}(2019)\citenamefont {Day},
\citenamefont {Bukov}, \citenamefont {Weinberg}, \citenamefont {Mehta},\ and\
\citenamefont {Sels}}]{PhysRevLett.122.020601}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Alexandre G.~R.}\
\bibnamefont {Day}}, \bibinfo {author} {\bibfnamefont {Marin}\ \bibnamefont
{Bukov}}, \bibinfo {author} {\bibfnamefont {Phillip}\ \bibnamefont
{Weinberg}}, \bibinfo {author} {\bibfnamefont {Pankaj}\ \bibnamefont
{Mehta}}, \ and\ \bibinfo {author} {\bibfnamefont {Dries}\ \bibnamefont
{Sels}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Glassy phase of
optimal quantum control},}\ }\href {\doibase 10.1103/PhysRevLett.122.020601}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {122}},\ \bibinfo {pages} {020601} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Niu}\ \emph {et~al.}(2019)\citenamefont {Niu},
\citenamefont {Boixo}, \citenamefont {Smelyanskiy},\ and\ \citenamefont
{Neven}}]{niu_universal_2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Murphy~Yuezhen}\
\bibnamefont {Niu}}, \bibinfo {author} {\bibfnamefont {Sergio}\ \bibnamefont
{Boixo}}, \bibinfo {author} {\bibfnamefont {Vadim~N.}\ \bibnamefont
{Smelyanskiy}}, \ and\ \bibinfo {author} {\bibfnamefont {Hartmut}\
\bibnamefont {Neven}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Universal quantum control through deep reinforcement learning},}\ }\href
{\doibase 10.1038/s41534-019-0141-3} {\bibfield {journal} {\bibinfo
{journal} {npj Quantum Information}\ }\textbf {\bibinfo {volume} {5}},\
\bibinfo {pages} {1--8} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Yao}}\ \emph {et~al.}(2020)\citenamefont {{Yao}},
\citenamefont {{Lin}},\ and\ \citenamefont {{Bukov}}}]{2020arXiv201003655Y}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jiahao}\ \bibnamefont
{{Yao}}}, \bibinfo {author} {\bibfnamefont {Lin}\ \bibnamefont {{Lin}}}, \
and\ \bibinfo {author} {\bibfnamefont {Marin}\ \bibnamefont {{Bukov}}},\
}\bibfield {title} {\enquote {\bibinfo {title} {{Reinforcement Learning for
Many-Body Ground State Preparation based on Counter-Diabatic Driving}},}\
}\href@noop {} {\bibfield {journal} {\bibinfo {journal} {arXiv e-prints}\
,\ \bibinfo {eid} {arXiv:2010.03655}} (\bibinfo {year} {2020})},\ \Eprint
{http://arxiv.org/abs/2010.03655} {arXiv:2010.03655 [quant-ph]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Coopmans}\ \emph {et~al.}(2020)\citenamefont
{Coopmans}, \citenamefont {Luo}, \citenamefont {Kells}, \citenamefont
{Clark},\ and\ \citenamefont {Carrasquilla}}]{coopmans2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Luuk}\ \bibnamefont
{Coopmans}}, \bibinfo {author} {\bibfnamefont {Di}~\bibnamefont {Luo}},
\bibinfo {author} {\bibfnamefont {Graham}\ \bibnamefont {Kells}}, \bibinfo
{author} {\bibfnamefont {Bryan~K.}\ \bibnamefont {Clark}}, \ and\ \bibinfo
{author} {\bibfnamefont {Juan}\ \bibnamefont {Carrasquilla}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Protocol {{Discovery}} for the {{Quantum
Control}} of {{Majoranas}} by {{Differential Programming}} and {{Natural
Evolution Strategies}}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo
{journal} {arXiv:2008.09128 [cond-mat, physics:physics, physics:quant-ph]}\ }
(\bibinfo {year} {2020})},\ \Eprint {http://arxiv.org/abs/2008.09128}
{arXiv:2008.09128 [cond-mat, physics:physics, physics:quant-ph]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Torlai}\ \emph {et~al.}(2018)\citenamefont {Torlai},
\citenamefont {Mazzola}, \citenamefont {Carrasquilla}, \citenamefont
{Troyer}, \citenamefont {Melko},\ and\ \citenamefont {Carleo}}]{torlai_Tomo}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}, \bibinfo {author} {\bibfnamefont {Guglielmo}\ \bibnamefont
{Mazzola}}, \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}}, \bibinfo {author} {\bibfnamefont {Matthias}\ \bibnamefont
{Troyer}}, \bibinfo {author} {\bibfnamefont {Roger}\ \bibnamefont {Melko}}, \
and\ \bibinfo {author} {\bibfnamefont {Giuseppe}\ \bibnamefont {Carleo}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Neural-network quantum state
tomography},}\ }\href {\doibase 10.1038/s41567-018-0048-5} {\bibfield
{journal} {\bibinfo {journal} {Nature Physics}\ }\textbf {\bibinfo {volume}
{14}},\ \bibinfo {pages} {447--450} (\bibinfo {year} {2018})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Rocchetto}\ \emph {et~al.}(2018)\citenamefont
{Rocchetto}, \citenamefont {Grant}, \citenamefont {Strelchuk}, \citenamefont
{Carleo},\ and\ \citenamefont {Severini}}]{rocchetto}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Andrea}\ \bibnamefont
{Rocchetto}}, \bibinfo {author} {\bibfnamefont {Edward}\ \bibnamefont
{Grant}}, \bibinfo {author} {\bibfnamefont {Sergii}\ \bibnamefont
{Strelchuk}}, \bibinfo {author} {\bibfnamefont {Giuseppe}\ \bibnamefont
{Carleo}}, \ and\ \bibinfo {author} {\bibfnamefont {Simone}\ \bibnamefont
{Severini}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Learning hard
quantum distributions with variational autoencoders},}\ }\href {\doibase
10.1038/s41534-018-0077-z} {\bibfield {journal} {\bibinfo {journal} {npj
Quantum Information}\ }\textbf {\bibinfo {volume} {4}},\ \bibinfo {pages}
{28} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Torlai}\ and\ \citenamefont
{Melko}(2018)}]{Torlai_latent}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}\ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Latent space
purification via neural density operators},}\ }\href {\doibase
10.1103/PhysRevLett.120.240503} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {120}},\ \bibinfo {pages}
{240503} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Quek}}\ \emph {et~al.}(2018)\citenamefont {{Quek}},
\citenamefont {{Fort}},\ and\ \citenamefont {{Khoon
Ng}}}]{2018arXiv181206693Q}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Yihui}\ \bibnamefont
{{Quek}}}, \bibinfo {author} {\bibfnamefont {Stanislav}\ \bibnamefont
{{Fort}}}, \ and\ \bibinfo {author} {\bibfnamefont {Hui}\ \bibnamefont
{{Khoon Ng}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{Adaptive
Quantum State Tomography with Neural Networks}},}\ }\href@noop {} {\bibfield
{journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo {eid}
{arXiv:1812.06693}} (\bibinfo {year} {2018})},\ \Eprint
{http://arxiv.org/abs/1812.06693} {arXiv:1812.06693 [quant-ph]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Carrasquilla}\ \emph {et~al.}(2019)\citenamefont
{Carrasquilla}, \citenamefont {Torlai}, \citenamefont {Melko},\ and\
\citenamefont {Aolita}}]{carrasquilla_povm}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{Carrasquilla}}, \bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}, \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}}, \ and\ \bibinfo {author} {\bibfnamefont {Leandro}\ \bibnamefont
{Aolita}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Reconstructing
quantum states with generative models},}\ }\href {\doibase
10.1038/s42256-019-0028-1} {\bibfield {journal} {\bibinfo {journal} {Nature
Machine Intelligence}\ }\textbf {\bibinfo {volume} {1}},\ \bibinfo {pages}
{155--161} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Palmieri}\ \emph {et~al.}(2020)\citenamefont
{Palmieri}, \citenamefont {Kovlakov}, \citenamefont {Bianchi}, \citenamefont
{Yudin}, \citenamefont {Straupe}, \citenamefont {Biamonte},\ and\
\citenamefont {Kulik}}]{biamonte_qst}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Adriano~Macarone}\
\bibnamefont {Palmieri}}, \bibinfo {author} {\bibfnamefont {Egor}\
\bibnamefont {Kovlakov}}, \bibinfo {author} {\bibfnamefont {Federico}\
\bibnamefont {Bianchi}}, \bibinfo {author} {\bibfnamefont {Dmitry}\
\bibnamefont {Yudin}}, \bibinfo {author} {\bibfnamefont {Stanislav}\
\bibnamefont {Straupe}}, \bibinfo {author} {\bibfnamefont {Jacob~D.}\
\bibnamefont {Biamonte}}, \ and\ \bibinfo {author} {\bibfnamefont {Sergei}\
\bibnamefont {Kulik}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Experimental neural network enhanced quantum tomography},}\ }\href {\doibase
10.1038/s41534-020-0248-6} {\bibfield {journal} {\bibinfo {journal} {npj
Quantum Information}\ }\textbf {\bibinfo {volume} {6}},\ \bibinfo {pages}
{20} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Torlai}\ \emph {et~al.}(2019)\citenamefont {Torlai},
\citenamefont {Timar}, \citenamefont {van Nieuwenburg}, \citenamefont
{Levine}, \citenamefont {Omran}, \citenamefont {Keesling}, \citenamefont
{Bernien}, \citenamefont {Greiner}, \citenamefont
{Vuleti\ifmmode~\acute{c}\else \'{c}\fi{}}, \citenamefont {Lukin},
\citenamefont {Melko},\ and\ \citenamefont {Endres}}]{torlai_rydberg19}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}, \bibinfo {author} {\bibfnamefont {Brian}\ \bibnamefont {Timar}},
\bibinfo {author} {\bibfnamefont {Evert P.~L.}\ \bibnamefont {van
Nieuwenburg}}, \bibinfo {author} {\bibfnamefont {Harry}\ \bibnamefont
{Levine}}, \bibinfo {author} {\bibfnamefont {Ahmed}\ \bibnamefont {Omran}},
\bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont {Keesling}},
\bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont {Bernien}}, \bibinfo
{author} {\bibfnamefont {Markus}\ \bibnamefont {Greiner}}, \bibinfo {author}
{\bibfnamefont {Vladan}\ \bibnamefont {Vuleti\ifmmode~\acute{c}\else
\'{c}\fi{}}}, \bibinfo {author} {\bibfnamefont {Mikhail~D.}\ \bibnamefont
{Lukin}}, \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont {Melko}},
\ and\ \bibinfo {author} {\bibfnamefont {Manuel}\ \bibnamefont {Endres}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Integrating neural networks
with a quantum simulator for state reconstruction},}\ }\href {\doibase
10.1103/PhysRevLett.123.230504} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {123}},\ \bibinfo {pages}
{230504} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Xin}\ \emph {et~al.}(2019)\citenamefont {Xin},
\citenamefont {Lu}, \citenamefont {Cao}, \citenamefont {Anikeeva},
\citenamefont {Lu}, \citenamefont {Li}, \citenamefont {Long},\ and\
\citenamefont {Zeng}}]{xin_local-measurement-based_2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Tao}\ \bibnamefont
{Xin}}, \bibinfo {author} {\bibfnamefont {Sirui}\ \bibnamefont {Lu}},
\bibinfo {author} {\bibfnamefont {Ningping}\ \bibnamefont {Cao}}, \bibinfo
{author} {\bibfnamefont {Galit}\ \bibnamefont {Anikeeva}}, \bibinfo {author}
{\bibfnamefont {Dawei}\ \bibnamefont {Lu}}, \bibinfo {author} {\bibfnamefont
{Jun}\ \bibnamefont {Li}}, \bibinfo {author} {\bibfnamefont {Guilu}\
\bibnamefont {Long}}, \ and\ \bibinfo {author} {\bibfnamefont {Bei}\
\bibnamefont {Zeng}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Local-measurement-based quantum state tomography via neural networks},}\
}\href {\doibase 10.1038/s41534-019-0222-3} {\bibfield {journal} {\bibinfo
{journal} {npj Quantum Information}\ }\textbf {\bibinfo {volume} {5}},\
\bibinfo {pages} {109} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Sehayek}\ \emph {et~al.}(2019)\citenamefont
{Sehayek}, \citenamefont {Golubeva}, \citenamefont {Albergo}, \citenamefont
{Kulchytskyy}, \citenamefont {Torlai},\ and\ \citenamefont
{Melko}}]{Sehayek2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Dan}\ \bibnamefont
{Sehayek}}, \bibinfo {author} {\bibfnamefont {Anna}\ \bibnamefont
{Golubeva}}, \bibinfo {author} {\bibfnamefont {Michael~S.}\ \bibnamefont
{Albergo}}, \bibinfo {author} {\bibfnamefont {Bohdan}\ \bibnamefont
{Kulchytskyy}}, \bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}, \ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Learnability
scaling of quantum states: Restricted boltzmann machines},}\ }\href {\doibase
10.1103/PhysRevB.100.195125} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. B}\ }\textbf {\bibinfo {volume} {100}},\ \bibinfo {pages}
{195125} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Torlai}\ \emph {et~al.}(2020)\citenamefont {Torlai},
\citenamefont {Mazzola}, \citenamefont {Carleo},\ and\ \citenamefont
{Mezzacapo}}]{torlai_chemistry}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}, \bibinfo {author} {\bibfnamefont {Guglielmo}\ \bibnamefont
{Mazzola}}, \bibinfo {author} {\bibfnamefont {Giuseppe}\ \bibnamefont
{Carleo}}, \ and\ \bibinfo {author} {\bibfnamefont {Antonio}\ \bibnamefont
{Mezzacapo}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Precise
measurement of quantum observables with neural-network estimators},}\ }\href
{\doibase 10.1103/PhysRevResearch.2.022060} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Research}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo
{pages} {022060} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Melkani}\ \emph {et~al.}(2020)\citenamefont
{Melkani}, \citenamefont {Gneiting},\ and\ \citenamefont
{Nori}}]{PhysRevA.102.022412}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Abhijeet}\
\bibnamefont {Melkani}}, \bibinfo {author} {\bibfnamefont {Clemens}\
\bibnamefont {Gneiting}}, \ and\ \bibinfo {author} {\bibfnamefont {Franco}\
\bibnamefont {Nori}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Eigenstate extraction with neural-network tomography},}\ }\href {\doibase
10.1103/PhysRevA.102.022412} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. A}\ }\textbf {\bibinfo {volume} {102}},\ \bibinfo {pages}
{022412} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Ahmed}}\ \emph {et~al.}(2020)\citenamefont
{{Ahmed}}, \citenamefont {{S{\'a}nchez Mu{\~n}oz}}, \citenamefont {{Nori}},\
and\ \citenamefont {{Frisk Kockum}}}]{NoriGAN}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Shahnawaz}\
\bibnamefont {{Ahmed}}}, \bibinfo {author} {\bibfnamefont {Carlos}\
\bibnamefont {{S{\'a}nchez Mu{\~n}oz}}}, \bibinfo {author} {\bibfnamefont
{Franco}\ \bibnamefont {{Nori}}}, \ and\ \bibinfo {author} {\bibfnamefont
{Anton}\ \bibnamefont {{Frisk Kockum}}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {{Quantum State Tomography with Conditional Generative
Adversarial Networks}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo
{journal} {arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2008.03240}} (\bibinfo
{year} {2020})},\ \Eprint {http://arxiv.org/abs/2008.03240} {arXiv:2008.03240
[quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Tiunov}\ \emph {et~al.}(2020)\citenamefont {Tiunov},
\citenamefont {(Vyborova)}, \citenamefont {Ulanov}, \citenamefont {Lvovsky},\
and\ \citenamefont {Fedorov}}]{Tiunov:20}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {E.~S.}\ \bibnamefont
{Tiunov}}, \bibinfo {author} {\bibfnamefont {V.~V.~Tiunova}\ \bibnamefont
{(Vyborova)}}, \bibinfo {author} {\bibfnamefont {A.~E.}\ \bibnamefont
{Ulanov}}, \bibinfo {author} {\bibfnamefont {A.~I.}\ \bibnamefont {Lvovsky}},
\ and\ \bibinfo {author} {\bibfnamefont {A.~K.}\ \bibnamefont {Fedorov}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Experimental quantum
homodyne tomography via machine learning},}\ }\href {\doibase
10.1364/OPTICA.389482} {\bibfield {journal} {\bibinfo {journal} {Optica}\
}\textbf {\bibinfo {volume} {7}},\ \bibinfo {pages} {448--454} (\bibinfo
{year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Cha}}\ \emph {et~al.}(2020)\citenamefont {{Cha}},
\citenamefont {{Ginsparg}}, \citenamefont {{Wu}}, \citenamefont
{{Carrasquilla}}, \citenamefont {{McMahon}},\ and\ \citenamefont
{{Kim}}}]{Cha2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Peter}\ \bibnamefont
{{Cha}}}, \bibinfo {author} {\bibfnamefont {Paul}\ \bibnamefont
{{Ginsparg}}}, \bibinfo {author} {\bibfnamefont {Felix}\ \bibnamefont
{{Wu}}}, \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{{Carrasquilla}}}, \bibinfo {author} {\bibfnamefont {Peter~L.}\ \bibnamefont
{{McMahon}}}, \ and\ \bibinfo {author} {\bibfnamefont {Eun-Ah}\ \bibnamefont
{{Kim}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{Attention-based
Quantum Tomography}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo
{journal} {arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2006.12469}} (\bibinfo
{year} {2020})},\ \Eprint {http://arxiv.org/abs/2006.12469} {arXiv:2006.12469
[quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Neugebauer}\ \emph {et~al.}(2020)\citenamefont
{Neugebauer}, \citenamefont {Fischer}, \citenamefont {J\"ager}, \citenamefont
{Czischek}, \citenamefont {Jochim}, \citenamefont {Weidem\"uller},\ and\
\citenamefont {G\"arttner}}]{PhysRevA.102.042604}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Marcel}\ \bibnamefont
{Neugebauer}}, \bibinfo {author} {\bibfnamefont {Laurin}\ \bibnamefont
{Fischer}}, \bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont
{J\"ager}}, \bibinfo {author} {\bibfnamefont {Stefanie}\ \bibnamefont
{Czischek}}, \bibinfo {author} {\bibfnamefont {Selim}\ \bibnamefont
{Jochim}}, \bibinfo {author} {\bibfnamefont {Matthias}\ \bibnamefont
{Weidem\"uller}}, \ and\ \bibinfo {author} {\bibfnamefont {Martin}\
\bibnamefont {G\"arttner}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Neural-network quantum state tomography in a two-qubit experiment},}\ }\href
{\doibase 10.1103/PhysRevA.102.042604} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. A}\ }\textbf {\bibinfo {volume} {102}},\ \bibinfo
{pages} {042604} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {De~Vlugt}\ \emph {et~al.}(2020)\citenamefont
{De~Vlugt}, \citenamefont {Iouchtchenko}, \citenamefont {Merali},
\citenamefont {Roy},\ and\ \citenamefont {Melko}}]{DeVlugt2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Isaac J.~S.}\
\bibnamefont {De~Vlugt}}, \bibinfo {author} {\bibfnamefont {Dmitri}\
\bibnamefont {Iouchtchenko}}, \bibinfo {author} {\bibfnamefont {Ejaaz}\
\bibnamefont {Merali}}, \bibinfo {author} {\bibfnamefont {Pierre-Nicholas}\
\bibnamefont {Roy}}, \ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\
\bibnamefont {Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Reconstructing quantum molecular rotor ground states},}\ }\href {\doibase
10.1103/PhysRevB.102.035108} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. B}\ }\textbf {\bibinfo {volume} {102}},\ \bibinfo {pages}
{035108} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Smith}}\ \emph {et~al.}(2020)\citenamefont
{{Smith}}, \citenamefont {{Gray}},\ and\ \citenamefont
{{Kim}}}]{2020arXiv200907601S}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Alistair W.~R.}\
\bibnamefont {{Smith}}}, \bibinfo {author} {\bibfnamefont {Johnnie}\
\bibnamefont {{Gray}}}, \ and\ \bibinfo {author} {\bibfnamefont {M.~S.}\
\bibnamefont {{Kim}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{Efficient Approximate Quantum State Tomography with Basis Dependent
Neural-Networks}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo
{journal} {arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2009.07601}} (\bibinfo
{year} {2020})},\ \Eprint {http://arxiv.org/abs/2009.07601} {arXiv:2009.07601
[quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Torlai}}\ \emph {et~al.}(2020)\citenamefont
{{Torlai}}, \citenamefont {{Wood}}, \citenamefont {{Acharya}}, \citenamefont
{{Carleo}}, \citenamefont {{Carrasquilla}},\ and\ \citenamefont
{{Aolita}}}]{torlai_QPT}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{{Torlai}}}, \bibinfo {author} {\bibfnamefont {Christopher~J.}\ \bibnamefont
{{Wood}}}, \bibinfo {author} {\bibfnamefont {Atithi}\ \bibnamefont
{{Acharya}}}, \bibinfo {author} {\bibfnamefont {Giuseppe}\ \bibnamefont
{{Carleo}}}, \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{{Carrasquilla}}}, \ and\ \bibinfo {author} {\bibfnamefont {Leandro}\
\bibnamefont {{Aolita}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{Quantum process tomography with unsupervised learning and tensor
networks}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal}
{arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2006.02424}} (\bibinfo {year}
{2020})},\ \Eprint {http://arxiv.org/abs/2006.02424} {arXiv:2006.02424
[quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Morawetz}}\ \emph {et~al.}(2020)\citenamefont
{{Morawetz}}, \citenamefont {{De Vlugt}}, \citenamefont {{Carrasquilla}},\
and\ \citenamefont {{Melko}}}]{morawetz2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Stewart}\ \bibnamefont
{{Morawetz}}}, \bibinfo {author} {\bibfnamefont {Isaac J.~S.}\ \bibnamefont
{{De Vlugt}}}, \bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{{Carrasquilla}}}, \ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\
\bibnamefont {{Melko}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{U(1) symmetric recurrent neural networks for quantum state
reconstruction}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal}
{arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2010.14514}} (\bibinfo {year}
{2020})},\ \Eprint {http://arxiv.org/abs/2010.14514} {arXiv:2010.14514
[quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Ahmed}\ \emph {et~al.}(2020)\citenamefont {Ahmed},
\citenamefont {Munoz}, \citenamefont {Nori},\ and\ \citenamefont
{Kockum}}]{Nori2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Shahnawaz}\
\bibnamefont {Ahmed}}, \bibinfo {author} {\bibfnamefont {Carlos~Sánchez}\
\bibnamefont {Munoz}}, \bibinfo {author} {\bibfnamefont {Franco}\
\bibnamefont {Nori}}, \ and\ \bibinfo {author} {\bibfnamefont {Anton~Frisk}\
\bibnamefont {Kockum}},\ }\href@noop {} {\enquote {\bibinfo {title}
{Classification and reconstruction of optical quantum states with deep neural
networks},}\ } (\bibinfo {year} {2020}),\ \Eprint
{http://arxiv.org/abs/2012.02185} {arXiv:2012.02185 [quant-ph]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Snyder}\ \emph {et~al.}(2012)\citenamefont {Snyder},
\citenamefont {Rupp}, \citenamefont {Hansen}, \citenamefont {M\"uller},\ and\
\citenamefont {Burke}}]{PhysRevLett.108.253002}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {John~C.}\ \bibnamefont
{Snyder}}, \bibinfo {author} {\bibfnamefont {Matthias}\ \bibnamefont {Rupp}},
\bibinfo {author} {\bibfnamefont {Katja}\ \bibnamefont {Hansen}}, \bibinfo
{author} {\bibfnamefont {Klaus-Robert}\ \bibnamefont {M\"uller}}, \ and\
\bibinfo {author} {\bibfnamefont {Kieron}\ \bibnamefont {Burke}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Finding density functionals with
machine learning},}\ }\href {\doibase 10.1103/PhysRevLett.108.253002}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {108}},\ \bibinfo {pages} {253002} (\bibinfo {year}
{2012})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Snyder}\ \emph {et~al.}(2013)\citenamefont {Snyder},
\citenamefont {Rupp}, \citenamefont {Hansen}, \citenamefont {Blooston},
\citenamefont {Müller},\ and\ \citenamefont
{Burke}}]{doi:10.1063/1.4834075}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {John~C.}\ \bibnamefont
{Snyder}}, \bibinfo {author} {\bibfnamefont {Matthias}\ \bibnamefont {Rupp}},
\bibinfo {author} {\bibfnamefont {Katja}\ \bibnamefont {Hansen}}, \bibinfo
{author} {\bibfnamefont {Leo}\ \bibnamefont {Blooston}}, \bibinfo {author}
{\bibfnamefont {Klaus-Robert}\ \bibnamefont {Müller}}, \ and\ \bibinfo
{author} {\bibfnamefont {Kieron}\ \bibnamefont {Burke}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Orbital-free bond breaking via machine
learning},}\ }\href {\doibase 10.1063/1.4834075} {\bibfield {journal}
{\bibinfo {journal} {The Journal of Chemical Physics}\ }\textbf {\bibinfo
{volume} {139}},\ \bibinfo {pages} {224104} (\bibinfo {year} {2013})},\
\Eprint {http://arxiv.org/abs/https://doi.org/10.1063/1.4834075}
{https://doi.org/10.1063/1.4834075} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Li}\ \emph {et~al.}(2016)\citenamefont {Li},
\citenamefont {Baker}, \citenamefont {White},\ and\ \citenamefont
{Burke}}]{PhysRevB.94.245129}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Li}~\bibnamefont
{Li}}, \bibinfo {author} {\bibfnamefont {Thomas~E.}\ \bibnamefont {Baker}},
\bibinfo {author} {\bibfnamefont {Steven~R.}\ \bibnamefont {White}}, \ and\
\bibinfo {author} {\bibfnamefont {Kieron}\ \bibnamefont {Burke}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Pure density functional for strong
correlation and the thermodynamic limit from machine learning},}\ }\href
{\doibase 10.1103/PhysRevB.94.245129} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume} {94}},\ \bibinfo
{pages} {245129} (\bibinfo {year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Brockherde}\ \emph {et~al.}(2017)\citenamefont
{Brockherde}, \citenamefont {Vogt}, \citenamefont {Li}, \citenamefont
{Tuckerman}, \citenamefont {Burke},\ and\ \citenamefont
{Müller}}]{brockherde_bypassing_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Felix}\ \bibnamefont
{Brockherde}}, \bibinfo {author} {\bibfnamefont {Leslie}\ \bibnamefont
{Vogt}}, \bibinfo {author} {\bibfnamefont {Li}~\bibnamefont {Li}}, \bibinfo
{author} {\bibfnamefont {Mark~E.}\ \bibnamefont {Tuckerman}}, \bibinfo
{author} {\bibfnamefont {Kieron}\ \bibnamefont {Burke}}, \ and\ \bibinfo
{author} {\bibfnamefont {Klaus-Robert}\ \bibnamefont {Müller}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Bypassing the {Kohn}-{Sham} equations
with machine learning},}\ }\href {\doibase 10.1038/s41467-017-00839-3}
{\bibfield {journal} {\bibinfo {journal} {Nature Communications}\ }\textbf
{\bibinfo {volume} {8}},\ \bibinfo {pages} {872} (\bibinfo {year}
{2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Ryczko}\ \emph {et~al.}(2019)\citenamefont {Ryczko},
\citenamefont {Strubbe},\ and\ \citenamefont
{Tamblyn}}]{PhysRevA.100.022512}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Kevin}\ \bibnamefont
{Ryczko}}, \bibinfo {author} {\bibfnamefont {David~A.}\ \bibnamefont
{Strubbe}}, \ and\ \bibinfo {author} {\bibfnamefont {Isaac}\ \bibnamefont
{Tamblyn}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Deep learning
and density-functional theory},}\ }\href {\doibase
10.1103/PhysRevA.100.022512} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. A}\ }\textbf {\bibinfo {volume} {100}},\ \bibinfo {pages}
{022512} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Moreno}\ \emph {et~al.}(2020)\citenamefont {Moreno},
\citenamefont {Carleo},\ and\ \citenamefont
{Georges}}]{PhysRevLett.125.076402}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Javier~Robledo}\
\bibnamefont {Moreno}}, \bibinfo {author} {\bibfnamefont {Giuseppe}\
\bibnamefont {Carleo}}, \ and\ \bibinfo {author} {\bibfnamefont {Antoine}\
\bibnamefont {Georges}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Deep learning the hohenberg-kohn maps of density functional theory},}\
}\href {\doibase 10.1103/PhysRevLett.125.076402} {\bibfield {journal}
{\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {125}},\
\bibinfo {pages} {076402} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Denner}\ \emph {et~al.}(2020)\citenamefont {Denner},
\citenamefont {Fischer},\ and\ \citenamefont
{Neupert}}]{PhysRevResearch.2.033388}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {M.~Michael}\
\bibnamefont {Denner}}, \bibinfo {author} {\bibfnamefont {Mark~H.}\
\bibnamefont {Fischer}}, \ and\ \bibinfo {author} {\bibfnamefont {Titus}\
\bibnamefont {Neupert}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Efficient learning of a one-dimensional density functional theory},}\ }\href
{\doibase 10.1103/PhysRevResearch.2.033388} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Research}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo
{pages} {033388} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Mehta}}\ and\ \citenamefont
{{Schwab}}(2014)}]{2014arXiv1410.3831M}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Pankaj}\ \bibnamefont
{{Mehta}}}\ and\ \bibinfo {author} {\bibfnamefont {David~J.}\ \bibnamefont
{{Schwab}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{An exact
mapping between the Variational Renormalization Group and Deep Learning}},}\
}\href@noop {} {\bibfield {journal} {\bibinfo {journal} {arXiv e-prints}\
,\ \bibinfo {eid} {arXiv:1410.3831}} (\bibinfo {year} {2014})},\ \Eprint
{http://arxiv.org/abs/1410.3831} {arXiv:1410.3831 [stat.ML]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Koch-Janusz}\ and\ \citenamefont
{Ringel}(2018)}]{koch-janusz_mutual_2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Maciej}\ \bibnamefont
{Koch-Janusz}}\ and\ \bibinfo {author} {\bibfnamefont {Zohar}\ \bibnamefont
{Ringel}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Mutual
information, neural networks and the renormalization group},}\ }\href
{\doibase 10.1038/s41567-018-0081-4} {\bibfield {journal} {\bibinfo
{journal} {Nature Physics}\ }\textbf {\bibinfo {volume} {14}},\ \bibinfo
{pages} {578--582} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Iso}\ \emph {et~al.}(2018)\citenamefont {Iso},
\citenamefont {Shiba},\ and\ \citenamefont {Yokoo}}]{PhysRevE.97.053304}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Satoshi}\ \bibnamefont
{Iso}}, \bibinfo {author} {\bibfnamefont {Shotaro}\ \bibnamefont {Shiba}}, \
and\ \bibinfo {author} {\bibfnamefont {Sumito}\ \bibnamefont {Yokoo}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Scale-invariant feature
extraction of neural network and renormalization group flow},}\ }\href
{\doibase 10.1103/PhysRevE.97.053304} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. E}\ }\textbf {\bibinfo {volume} {97}},\ \bibinfo
{pages} {053304} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Li}\ and\ \citenamefont
{Wang}(2018)}]{PhysRevLett.121.260601}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Shuo-Hui}\
\bibnamefont {Li}}\ and\ \bibinfo {author} {\bibfnamefont {Lei}\ \bibnamefont
{Wang}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Neural network
renormalization group},}\ }\href {\doibase 10.1103/PhysRevLett.121.260601}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {121}},\ \bibinfo {pages} {260601} (\bibinfo {year}
{2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hu}\ \emph {et~al.}(2020)\citenamefont {Hu},
\citenamefont {Li}, \citenamefont {Wang},\ and\ \citenamefont
{You}}]{PhysRevResearch.2.023369}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Hong-Ye}\ \bibnamefont
{Hu}}, \bibinfo {author} {\bibfnamefont {Shuo-Hui}\ \bibnamefont {Li}},
\bibinfo {author} {\bibfnamefont {Lei}\ \bibnamefont {Wang}}, \ and\ \bibinfo
{author} {\bibfnamefont {Yi-Zhuang}\ \bibnamefont {You}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Machine learning holographic mapping by
neural network renormalization group},}\ }\href {\doibase
10.1103/PhysRevResearch.2.023369} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Research}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo {pages}
{023369} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Chung}}\ and\ \citenamefont
{{Kao}}(2020)}]{2020arXiv201005703C}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jui-Hui}\ \bibnamefont
{{Chung}}}\ and\ \bibinfo {author} {\bibfnamefont {Ying-Jer}\ \bibnamefont
{{Kao}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{Neural Monte
Carlo Renormalization Group}},}\ }\href@noop {} {\bibfield {journal}
{\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2010.05703}}
(\bibinfo {year} {2020})},\ \Eprint {http://arxiv.org/abs/2010.05703}
{arXiv:2010.05703 [cond-mat.dis-nn]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Torlai}\ and\ \citenamefont
{Melko}(2017)}]{torlai_neural_2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont
{Torlai}}\ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Neural decoder
for topological codes},}\ }\href {\doibase 10.1103/PhysRevLett.119.030501}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {119}},\ \bibinfo {pages} {030501} (\bibinfo {year}
{2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Krastanov}\ and\ \citenamefont
{Jiang}(2017)}]{krastanov_deep_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Stefan}\ \bibnamefont
{Krastanov}}\ and\ \bibinfo {author} {\bibfnamefont {Liang}\ \bibnamefont
{Jiang}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Deep {Neural}
{Network} {Probabilistic} {Decoder} for {Stabilizer} {Codes}},}\ }\href
{\doibase 10.1038/s41598-017-11266-1} {\bibfield {journal} {\bibinfo
{journal} {Scientific Reports}\ }\textbf {\bibinfo {volume} {7}},\ \bibinfo
{pages} {11003} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Varsamopoulos}\ \emph {et~al.}(2017)\citenamefont
{Varsamopoulos}, \citenamefont {Criger},\ and\ \citenamefont
{Bertels}}]{Varsamopoulos_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Savvas}\ \bibnamefont
{Varsamopoulos}}, \bibinfo {author} {\bibfnamefont {Ben}\ \bibnamefont
{Criger}}, \ and\ \bibinfo {author} {\bibfnamefont {Koen}\ \bibnamefont
{Bertels}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Decoding small
surface codes with feedforward neural networks},}\ }\href {\doibase
10.1088/2058-9565/aa955a} {\bibfield {journal} {\bibinfo {journal} {Quantum
Science and Technology}\ }\textbf {\bibinfo {volume} {3}},\ \bibinfo {pages}
{015004} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Baireuther}\ \emph {et~al.}(2018)\citenamefont
{Baireuther}, \citenamefont {O'Brien}, \citenamefont {Tarasinski},\ and\
\citenamefont {Beenakker}}]{Baireuther2018machinelearning}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Paul}\ \bibnamefont
{Baireuther}}, \bibinfo {author} {\bibfnamefont {Thomas~E.}\ \bibnamefont
{O'Brien}}, \bibinfo {author} {\bibfnamefont {Brian}\ \bibnamefont
{Tarasinski}}, \ and\ \bibinfo {author} {\bibfnamefont {Carlo W.~J.}\
\bibnamefont {Beenakker}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Machine-learning-assisted correction of correlated qubit errors in a
topological code},}\ }\href {\doibase 10.22331/q-2018-01-29-48} {\bibfield
{journal} {\bibinfo {journal} {{Quantum}}\ }\textbf {\bibinfo {volume}
{2}},\ \bibinfo {pages} {48} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Chamberland}\ and\ \citenamefont
{Ronagh}(2018)}]{Chamberland_2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Christopher}\
\bibnamefont {Chamberland}}\ and\ \bibinfo {author} {\bibfnamefont {Pooya}\
\bibnamefont {Ronagh}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Deep neural decoders for near term fault-tolerant experiments},}\ }\href
{\doibase 10.1088/2058-9565/aad1f7} {\bibfield {journal} {\bibinfo
{journal} {Quantum Science and Technology}\ }\textbf {\bibinfo {volume}
{3}},\ \bibinfo {pages} {044002} (\bibinfo {year} {2018})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Breuckmann}\ and\ \citenamefont
{Ni}(2018)}]{Breuckmann2018scalableneural}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Nikolas~P.}\
\bibnamefont {Breuckmann}}\ and\ \bibinfo {author} {\bibfnamefont {Xiaotong}\
\bibnamefont {Ni}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Scalable {N}eural {N}etwork {D}ecoders for {H}igher {D}imensional {Q}uantum
{C}odes},}\ }\href {\doibase 10.22331/q-2018-05-24-68} {\bibfield {journal}
{\bibinfo {journal} {{Quantum}}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo
{pages} {68} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Nautrup}\ \emph {et~al.}(2019)\citenamefont
{Nautrup}, \citenamefont {Delfosse}, \citenamefont {Dunjko}, \citenamefont
{Briegel},\ and\ \citenamefont {Friis}}]{Nautrup2019optimizingquantum}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Hendrik~Poulsen}\
\bibnamefont {Nautrup}}, \bibinfo {author} {\bibfnamefont {Nicolas}\
\bibnamefont {Delfosse}}, \bibinfo {author} {\bibfnamefont {Vedran}\
\bibnamefont {Dunjko}}, \bibinfo {author} {\bibfnamefont {Hans~J.}\
\bibnamefont {Briegel}}, \ and\ \bibinfo {author} {\bibfnamefont {Nicolai}\
\bibnamefont {Friis}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Optimizing {Q}uantum {E}rror {C}orrection {C}odes with {R}einforcement
{L}earning},}\ }\href {\doibase 10.22331/q-2019-12-16-215} {\bibfield
{journal} {\bibinfo {journal} {{Quantum}}\ }\textbf {\bibinfo {volume}
{3}},\ \bibinfo {pages} {215} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Liu}\ and\ \citenamefont
{Poulin}(2019)}]{PhysRevLett.122.200501}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Ye-Hua}\ \bibnamefont
{Liu}}\ and\ \bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
{Poulin}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Neural
belief-propagation decoders for quantum error-correcting codes},}\ }\href
{\doibase 10.1103/PhysRevLett.122.200501} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {122}},\ \bibinfo
{pages} {200501} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Maskara}\ \emph {et~al.}(2019)\citenamefont
{Maskara}, \citenamefont {Kubica},\ and\ \citenamefont
{Jochym-O'Connor}}]{PhysRevA.99.052351}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Nishad}\ \bibnamefont
{Maskara}}, \bibinfo {author} {\bibfnamefont {Aleksander}\ \bibnamefont
{Kubica}}, \ and\ \bibinfo {author} {\bibfnamefont {Tomas}\ \bibnamefont
{Jochym-O'Connor}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Advantages of versatile neural-network decoding for topological codes},}\
}\href {\doibase 10.1103/PhysRevA.99.052351} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. A}\ }\textbf {\bibinfo {volume} {99}},\ \bibinfo
{pages} {052351} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Andreasson}\ \emph {et~al.}(2019)\citenamefont
{Andreasson}, \citenamefont {Johansson}, \citenamefont {Liljestrand},\ and\
\citenamefont {Granath}}]{Andreasson2019quantumerror}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Philip}\ \bibnamefont
{Andreasson}}, \bibinfo {author} {\bibfnamefont {Joel}\ \bibnamefont
{Johansson}}, \bibinfo {author} {\bibfnamefont {Simon}\ \bibnamefont
{Liljestrand}}, \ and\ \bibinfo {author} {\bibfnamefont {Mats}\ \bibnamefont
{Granath}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Quantum error
correction for the toric code using deep reinforcement learning},}\ }\href
{\doibase 10.22331/q-2019-09-02-183} {\bibfield {journal} {\bibinfo
{journal} {{Quantum}}\ }\textbf {\bibinfo {volume} {3}},\ \bibinfo {pages}
{183} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Sweke}\ \emph {et~al.}(2020)\citenamefont {Sweke},
\citenamefont {Kesselring}, \citenamefont {van Nieuwenburg},\ and\
\citenamefont {Eisert}}]{Evert2020QEC}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Ryan}\ \bibnamefont
{Sweke}}, \bibinfo {author} {\bibfnamefont {Markus}\ \bibnamefont
{Kesselring}}, \bibinfo {author} {\bibfnamefont {Evert}\ \bibnamefont {van
Nieuwenburg}}, \ and\ \bibinfo {author} {\bibfnamefont {J.}~\bibnamefont
{Eisert}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Reinforcement
learning decoders for fault-tolerant quantum computation},}\ }\href
{http://iopscience.iop.org/article/10.1088/2632-2153/abc609} {\bibfield
{journal} {\bibinfo {journal} {Machine Learning: Science and Technology}\ }
(\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Ni}(2020)}]{Ni2020neuralnetwork}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Xiaotong}\
\bibnamefont {Ni}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Neural
{N}etwork {D}ecoders for {L}arge-{D}istance 2{D} {T}oric {C}odes},}\ }\href
{\doibase 10.22331/q-2020-08-24-310} {\bibfield {journal} {\bibinfo
{journal} {{Quantum}}\ }\textbf {\bibinfo {volume} {4}},\ \bibinfo {pages}
{310} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Davaasuren}\ \emph {et~al.}(2020)\citenamefont
{Davaasuren}, \citenamefont {Suzuki}, \citenamefont {Fujii},\ and\
\citenamefont {Koashi}}]{PhysRevResearch.2.033399}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Amarsanaa}\
\bibnamefont {Davaasuren}}, \bibinfo {author} {\bibfnamefont {Yasunari}\
\bibnamefont {Suzuki}}, \bibinfo {author} {\bibfnamefont {Keisuke}\
\bibnamefont {Fujii}}, \ and\ \bibinfo {author} {\bibfnamefont {Masato}\
\bibnamefont {Koashi}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{General framework for constructing fast and near-optimal
machine-learning-based decoder of the topological stabilizer codes},}\ }\href
{\doibase 10.1103/PhysRevResearch.2.033399} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Research}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo
{pages} {033399} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Fitzek}\ \emph {et~al.}(2020)\citenamefont {Fitzek},
\citenamefont {Eliasson}, \citenamefont {Kockum},\ and\ \citenamefont
{Granath}}]{PhysRevResearch.2.023230}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
{Fitzek}}, \bibinfo {author} {\bibfnamefont {Mattias}\ \bibnamefont
{Eliasson}}, \bibinfo {author} {\bibfnamefont {Anton~Frisk}\ \bibnamefont
{Kockum}}, \ and\ \bibinfo {author} {\bibfnamefont {Mats}\ \bibnamefont
{Granath}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Deep q-learning
decoder for depolarizing noise on the toric code},}\ }\href {\doibase
10.1103/PhysRevResearch.2.023230} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Research}\ }\textbf {\bibinfo {volume} {2}},\ \bibinfo {pages}
{023230} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {You}\ \emph {et~al.}(2018)\citenamefont {You},
\citenamefont {Yang},\ and\ \citenamefont {Qi}}]{PhysRevB.97.045153}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Yi-Zhuang}\
\bibnamefont {You}}, \bibinfo {author} {\bibfnamefont {Zhao}\ \bibnamefont
{Yang}}, \ and\ \bibinfo {author} {\bibfnamefont {Xiao-Liang}\ \bibnamefont
{Qi}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine learning
spatial geometry from entanglement features},}\ }\href {\doibase
10.1103/PhysRevB.97.045153} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {97}},\ \bibinfo {pages} {045153}
(\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Seif}\ \emph {et~al.}(2018)\citenamefont {Seif},
\citenamefont {Landsman}, \citenamefont {Linke}, \citenamefont {Figgatt},
\citenamefont {Monroe},\ and\ \citenamefont {Hafezi}}]{Seif_2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Alireza}\ \bibnamefont
{Seif}}, \bibinfo {author} {\bibfnamefont {Kevin~A}\ \bibnamefont
{Landsman}}, \bibinfo {author} {\bibfnamefont {Norbert~M}\ \bibnamefont
{Linke}}, \bibinfo {author} {\bibfnamefont {Caroline}\ \bibnamefont
{Figgatt}}, \bibinfo {author} {\bibfnamefont {C}~\bibnamefont {Monroe}}, \
and\ \bibinfo {author} {\bibfnamefont {Mohammad}\ \bibnamefont {Hafezi}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Machine learning assisted
readout of trapped-ion qubits},}\ }\href {\doibase 10.1088/1361-6455/aad62b}
{\bibfield {journal} {\bibinfo {journal} {Journal of Physics B: Atomic,
Molecular and Optical Physics}\ }\textbf {\bibinfo {volume} {51}},\ \bibinfo
{pages} {174006} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Melnikov}\ \emph {et~al.}(2018)\citenamefont
{Melnikov}, \citenamefont {Poulsen~Nautrup}, \citenamefont {Krenn},
\citenamefont {Dunjko}, \citenamefont {Tiersch}, \citenamefont {Zeilinger},\
and\ \citenamefont {Briegel}}]{Melnikov1221}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Alexey~A.}\
\bibnamefont {Melnikov}}, \bibinfo {author} {\bibfnamefont {Hendrik}\
\bibnamefont {Poulsen~Nautrup}}, \bibinfo {author} {\bibfnamefont {Mario}\
\bibnamefont {Krenn}}, \bibinfo {author} {\bibfnamefont {Vedran}\
\bibnamefont {Dunjko}}, \bibinfo {author} {\bibfnamefont {Markus}\
\bibnamefont {Tiersch}}, \bibinfo {author} {\bibfnamefont {Anton}\
\bibnamefont {Zeilinger}}, \ and\ \bibinfo {author} {\bibfnamefont {Hans~J.}\
\bibnamefont {Briegel}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Active learning machine learns to create new quantum experiments},}\ }\href
{\doibase 10.1073/pnas.1714936115} {\bibfield {journal} {\bibinfo {journal}
{Proceedings of the National Academy of Sciences}\ }\textbf {\bibinfo
{volume} {115}},\ \bibinfo {pages} {1221--1226} (\bibinfo {year} {2018})},\
\Eprint
{http://arxiv.org/abs/https://www.pnas.org/content/115/6/1221.full.pdf}
{https://www.pnas.org/content/115/6/1221.full.pdf} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Dunjko}\ and\ \citenamefont
{Briegel}(2018)}]{Dunjko_2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Vedran}\ \bibnamefont
{Dunjko}}\ and\ \bibinfo {author} {\bibfnamefont {Hans~J}\ \bibnamefont
{Briegel}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine
learning {\&} artificial intelligence in the quantum domain: a review of
recent progress},}\ }\href {\doibase 10.1088/1361-6633/aab406} {\bibfield
{journal} {\bibinfo {journal} {Reports on Progress in Physics}\ }\textbf
{\bibinfo {volume} {81}},\ \bibinfo {pages} {074001} (\bibinfo {year}
{2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Zhao}\ \emph {et~al.}(2019)\citenamefont {Zhao},
\citenamefont {Kao}, \citenamefont {Wu},\ and\ \citenamefont
{Kao}}]{PhysRevE.99.062106}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Kai-Wen}\ \bibnamefont
{Zhao}}, \bibinfo {author} {\bibfnamefont {Wen-Han}\ \bibnamefont {Kao}},
\bibinfo {author} {\bibfnamefont {Kai-Hsin}\ \bibnamefont {Wu}}, \ and\
\bibinfo {author} {\bibfnamefont {Ying-Jer}\ \bibnamefont {Kao}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Generation of ice states through deep
reinforcement learning},}\ }\href {\doibase 10.1103/PhysRevE.99.062106}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. E}\ }\textbf {\bibinfo
{volume} {99}},\ \bibinfo {pages} {062106} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Carrasquilla}}\ \emph {et~al.}(2019)\citenamefont
{{Carrasquilla}}, \citenamefont {{Luo}}, \citenamefont {{P{\'e}rez}},
\citenamefont {{Milsted}}, \citenamefont {{Clark}}, \citenamefont
{{Volkovs}},\ and\ \citenamefont {{Aolita}}}]{2019arXiv191211052C}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont
{{Carrasquilla}}}, \bibinfo {author} {\bibfnamefont {Di}~\bibnamefont
{{Luo}}}, \bibinfo {author} {\bibfnamefont {Felipe}\ \bibnamefont
{{P{\'e}rez}}}, \bibinfo {author} {\bibfnamefont {Ashley}\ \bibnamefont
{{Milsted}}}, \bibinfo {author} {\bibfnamefont {Bryan~K.}\ \bibnamefont
{{Clark}}}, \bibinfo {author} {\bibfnamefont {Maksims}\ \bibnamefont
{{Volkovs}}}, \ and\ \bibinfo {author} {\bibfnamefont {Leandro}\ \bibnamefont
{{Aolita}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{Probabilistic
Simulation of Quantum Circuits with the Transformer}},}\ }\href@noop {}
{\bibfield {journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo
{eid} {arXiv:1912.11052}} (\bibinfo {year} {2019})},\ \Eprint
{http://arxiv.org/abs/1912.11052} {arXiv:1912.11052 [cond-mat.str-el]}
\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Efthymiou}\ \emph {et~al.}(2019)\citenamefont
{Efthymiou}, \citenamefont {Beach},\ and\ \citenamefont
{Melko}}]{PhysRevB.99.075113}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Stavros}\ \bibnamefont
{Efthymiou}}, \bibinfo {author} {\bibfnamefont {Matthew J.~S.}\ \bibnamefont
{Beach}}, \ and\ \bibinfo {author} {\bibfnamefont {Roger~G.}\ \bibnamefont
{Melko}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Super-resolving
the ising model with convolutional neural networks},}\ }\href {\doibase
10.1103/PhysRevB.99.075113} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {99}},\ \bibinfo {pages} {075113}
(\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Iten}\ \emph {et~al.}(2020)\citenamefont {Iten},
\citenamefont {Metger}, \citenamefont {Wilming}, \citenamefont {del Rio},\
and\ \citenamefont {Renner}}]{PhysRevLett.124.010508}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Raban}\ \bibnamefont
{Iten}}, \bibinfo {author} {\bibfnamefont {Tony}\ \bibnamefont {Metger}},
\bibinfo {author} {\bibfnamefont {Henrik}\ \bibnamefont {Wilming}}, \bibinfo
{author} {\bibfnamefont {L\'{\i}dia}\ \bibnamefont {del Rio}}, \ and\
\bibinfo {author} {\bibfnamefont {Renato}\ \bibnamefont {Renner}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Discovering physical
concepts with neural networks},}\ }\href {\doibase
10.1103/PhysRevLett.124.010508} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {124}},\ \bibinfo {pages}
{010508} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Flurin}\ \emph {et~al.}(2020)\citenamefont {Flurin},
\citenamefont {Martin}, \citenamefont {Hacohen-Gourgy},\ and\ \citenamefont
{Siddiqi}}]{PhysRevX.10.011006}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {E.}~\bibnamefont
{Flurin}}, \bibinfo {author} {\bibfnamefont {L.~S.}\ \bibnamefont {Martin}},
\bibinfo {author} {\bibfnamefont {S.}~\bibnamefont {Hacohen-Gourgy}}, \ and\
\bibinfo {author} {\bibfnamefont {I.}~\bibnamefont {Siddiqi}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Using a recurrent neural network to
reconstruct quantum dynamics of a superconducting qubit from physical
observations},}\ }\href {\doibase 10.1103/PhysRevX.10.011006} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. X}\ }\textbf {\bibinfo {volume}
{10}},\ \bibinfo {pages} {011006} (\bibinfo {year} {2020})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {{Hashimoto}}\ \emph {et~al.}(2020)\citenamefont
{{Hashimoto}}, \citenamefont {{Hu}},\ and\ \citenamefont
{{You}}}]{2020arXiv200600712H}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Koji}\ \bibnamefont
{{Hashimoto}}}, \bibinfo {author} {\bibfnamefont {Hong-Ye}\ \bibnamefont
{{Hu}}}, \ and\ \bibinfo {author} {\bibfnamefont {Yi-Zhuang}\ \bibnamefont
{{You}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{Neural ODE and
Holographic QCD}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo
{journal} {arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2006.00712}} (\bibinfo
{year} {2020})},\ \Eprint {http://arxiv.org/abs/2006.00712} {arXiv:2006.00712
[hep-th]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Luo}}\ \emph {et~al.}(2020)\citenamefont {{Luo}},
\citenamefont {{Chen}}, \citenamefont {{Carrasquilla}},\ and\ \citenamefont
{{Clark}}}]{2020arXiv200905580L}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Di}~\bibnamefont
{{Luo}}}, \bibinfo {author} {\bibfnamefont {Zhuo}\ \bibnamefont {{Chen}}},
\bibinfo {author} {\bibfnamefont {Juan}\ \bibnamefont {{Carrasquilla}}}, \
and\ \bibinfo {author} {\bibfnamefont {Bryan~K.}\ \bibnamefont {{Clark}}},\
}\bibfield {title} {\enquote {\bibinfo {title} {{Autoregressive Neural
Network for Simulating Open Quantum Systems via a Probabilistic
Formulation}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal}
{arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2009.05580}} (\bibinfo {year}
{2020})},\ \Eprint {http://arxiv.org/abs/2009.05580} {arXiv:2009.05580
[cond-mat.str-el]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Lode}}\ \emph {et~al.}(2020)\citenamefont {{Lode}},
\citenamefont {{Lin}}, \citenamefont {{B{\"u}ttner}}, \citenamefont
{{Papariello}}, \citenamefont {{L{\'e}v{\^e}que}}, \citenamefont {{Chitra}},
\citenamefont {{Tsatsos}}, \citenamefont {{Jaksch}},\ and\ \citenamefont
{{Molignini}}}]{2020arXiv201014510L}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Axel U.~J.}\
\bibnamefont {{Lode}}}, \bibinfo {author} {\bibfnamefont {Rui}\ \bibnamefont
{{Lin}}}, \bibinfo {author} {\bibfnamefont {Miriam}\ \bibnamefont
{{B{\"u}ttner}}}, \bibinfo {author} {\bibfnamefont {Luca}\ \bibnamefont
{{Papariello}}}, \bibinfo {author} {\bibfnamefont {Camille}\ \bibnamefont
{{L{\'e}v{\^e}que}}}, \bibinfo {author} {\bibfnamefont {R.}~\bibnamefont
{{Chitra}}}, \bibinfo {author} {\bibfnamefont {Marios~C.}\ \bibnamefont
{{Tsatsos}}}, \bibinfo {author} {\bibfnamefont {Dieter}\ \bibnamefont
{{Jaksch}}}, \ and\ \bibinfo {author} {\bibfnamefont {Paolo}\ \bibnamefont
{{Molignini}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{Optimized
Observable Readout from Single-shot Images of Ultracold Atoms via Machine
Learning}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal}
{arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2010.14510}} (\bibinfo {year}
{2020})},\ \Eprint {http://arxiv.org/abs/2010.14510} {arXiv:2010.14510
[cond-mat.quant-gas]} \BibitemShut {NoStop}%
\bibitem [{cod()}]{coderepo}%
\BibitemOpen
\href {https://github.com/GTorlai/NeuralNetworks-for-Quantum} {\enquote
{\bibinfo {title} {https://github.com/gtorlai/neuralnetworks-for-quantum},}\
}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Goodfellow}\ \emph {et~al.}(2016)\citenamefont
{Goodfellow}, \citenamefont {Bengio},\ and\ \citenamefont
{Courville}}]{Goodfellow-et-al-2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Ian}\ \bibnamefont
{Goodfellow}}, \bibinfo {author} {\bibfnamefont {Yoshua}\ \bibnamefont
{Bengio}}, \ and\ \bibinfo {author} {\bibfnamefont {Aaron}\ \bibnamefont
{Courville}},\ }\href@noop {} {\emph {\bibinfo {title} {Deep Learning}}}\
(\bibinfo {publisher} {MIT Press},\ \bibinfo {year} {2016})\ \bibinfo {note}
{\url{http://www.deeplearningbook.org}}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Bishop}(2006)}]{10.5555/1162264}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Christopher~M.}\
\bibnamefont {Bishop}},\ }\href@noop {} {\emph {\bibinfo {title} {Pattern
Recognition and Machine Learning (Information Science and Statistics)}}}\
(\bibinfo {publisher} {Springer-Verlag},\ \bibinfo {address} {Berlin,
Heidelberg},\ \bibinfo {year} {2006})\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Sutton}\ and\ \citenamefont
{Barto}(1998)}]{10.5555/551283}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Richard~S.}\
\bibnamefont {Sutton}}\ and\ \bibinfo {author} {\bibfnamefont {Andrew~G.}\
\bibnamefont {Barto}},\ }\href@noop {} {\emph {\bibinfo {title} {Introduction
to Reinforcement Learning}}},\ \bibinfo {edition} {1st}\ ed.\ (\bibinfo
{publisher} {MIT Press},\ \bibinfo {address} {Cambridge, MA, USA},\ \bibinfo
{year} {1998})\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Mnih}\ \emph {et~al.}(2015)\citenamefont {Mnih},
\citenamefont {Kavukcuoglu}, \citenamefont {Silver}, \citenamefont {Rusu},
\citenamefont {Veness}, \citenamefont {Bellemare}, \citenamefont {Graves},
\citenamefont {Riedmiller}, \citenamefont {Fidjeland}, \citenamefont
{Ostrovski}, \citenamefont {Petersen}, \citenamefont {Beattie}, \citenamefont
{Sadik}, \citenamefont {Antonoglou}, \citenamefont {King}, \citenamefont
{Kumaran}, \citenamefont {Wierstra}, \citenamefont {Legg},\ and\
\citenamefont {Hassabis}}]{mnih_human-level_2015}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Volodymyr}\
\bibnamefont {Mnih}}, \bibinfo {author} {\bibfnamefont {Koray}\ \bibnamefont
{Kavukcuoglu}}, \bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
{Silver}}, \bibinfo {author} {\bibfnamefont {Andrei~A.}\ \bibnamefont
{Rusu}}, \bibinfo {author} {\bibfnamefont {Joel}\ \bibnamefont {Veness}},
\bibinfo {author} {\bibfnamefont {Marc~G.}\ \bibnamefont {Bellemare}},
\bibinfo {author} {\bibfnamefont {Alex}\ \bibnamefont {Graves}}, \bibinfo
{author} {\bibfnamefont {Martin}\ \bibnamefont {Riedmiller}}, \bibinfo
{author} {\bibfnamefont {Andreas~K.}\ \bibnamefont {Fidjeland}}, \bibinfo
{author} {\bibfnamefont {Georg}\ \bibnamefont {Ostrovski}}, \bibinfo {author}
{\bibfnamefont {Stig}\ \bibnamefont {Petersen}}, \bibinfo {author}
{\bibfnamefont {Charles}\ \bibnamefont {Beattie}}, \bibinfo {author}
{\bibfnamefont {Amir}\ \bibnamefont {Sadik}}, \bibinfo {author}
{\bibfnamefont {Ioannis}\ \bibnamefont {Antonoglou}}, \bibinfo {author}
{\bibfnamefont {Helen}\ \bibnamefont {King}}, \bibinfo {author}
{\bibfnamefont {Dharshan}\ \bibnamefont {Kumaran}}, \bibinfo {author}
{\bibfnamefont {Daan}\ \bibnamefont {Wierstra}}, \bibinfo {author}
{\bibfnamefont {Shane}\ \bibnamefont {Legg}}, \ and\ \bibinfo {author}
{\bibfnamefont {Demis}\ \bibnamefont {Hassabis}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Human-level control through deep reinforcement
learning},}\ }\href {\doibase 10.1038/nature14236} {\bibfield {journal}
{\bibinfo {journal} {Nature}\ }\textbf {\bibinfo {volume} {518}},\ \bibinfo
{pages} {529--533} (\bibinfo {year} {2015})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Silver}\ \emph {et~al.}(2016)\citenamefont {Silver},
\citenamefont {Huang}, \citenamefont {Maddison}, \citenamefont {Guez},
\citenamefont {Sifre}, \citenamefont {{van den Driessche}}, \citenamefont
{Schrittwieser}, \citenamefont {Antonoglou}, \citenamefont {Panneershelvam},
\citenamefont {Lanctot}, \citenamefont {Dieleman}, \citenamefont {Grewe},
\citenamefont {Nham}, \citenamefont {Kalchbrenner}, \citenamefont
{Sutskever}, \citenamefont {Lillicrap}, \citenamefont {Leach}, \citenamefont
{Kavukcuoglu}, \citenamefont {Graepel},\ and\ \citenamefont
{Hassabis}}]{silver2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
{Silver}}, \bibinfo {author} {\bibfnamefont {Aja}\ \bibnamefont {Huang}},
\bibinfo {author} {\bibfnamefont {Chris~J.}\ \bibnamefont {Maddison}},
\bibinfo {author} {\bibfnamefont {Arthur}\ \bibnamefont {Guez}}, \bibinfo
{author} {\bibfnamefont {Laurent}\ \bibnamefont {Sifre}}, \bibinfo {author}
{\bibfnamefont {George}\ \bibnamefont {{van den Driessche}}}, \bibinfo
{author} {\bibfnamefont {Julian}\ \bibnamefont {Schrittwieser}}, \bibinfo
{author} {\bibfnamefont {Ioannis}\ \bibnamefont {Antonoglou}}, \bibinfo
{author} {\bibfnamefont {Veda}\ \bibnamefont {Panneershelvam}}, \bibinfo
{author} {\bibfnamefont {Marc}\ \bibnamefont {Lanctot}}, \bibinfo {author}
{\bibfnamefont {Sander}\ \bibnamefont {Dieleman}}, \bibinfo {author}
{\bibfnamefont {Dominik}\ \bibnamefont {Grewe}}, \bibinfo {author}
{\bibfnamefont {John}\ \bibnamefont {Nham}}, \bibinfo {author} {\bibfnamefont
{Nal}\ \bibnamefont {Kalchbrenner}}, \bibinfo {author} {\bibfnamefont {Ilya}\
\bibnamefont {Sutskever}}, \bibinfo {author} {\bibfnamefont {Timothy}\
\bibnamefont {Lillicrap}}, \bibinfo {author} {\bibfnamefont {Madeleine}\
\bibnamefont {Leach}}, \bibinfo {author} {\bibfnamefont {Koray}\ \bibnamefont
{Kavukcuoglu}}, \bibinfo {author} {\bibfnamefont {Thore}\ \bibnamefont
{Graepel}}, \ and\ \bibinfo {author} {\bibfnamefont {Demis}\ \bibnamefont
{Hassabis}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Mastering the
game of {{Go}} with deep neural networks and tree search},}\ }\href {\doibase
10.1038/nature16961} {\bibfield {journal} {\bibinfo {journal} {Nature}\
}\textbf {\bibinfo {volume} {529}},\ \bibinfo {pages} {484--489} (\bibinfo
{year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Bukov}\ \emph
{et~al.}(2018{\natexlab{b}})\citenamefont {Bukov}, \citenamefont {Day},
\citenamefont {Sels}, \citenamefont {Weinberg}, \citenamefont {Polkovnikov},\
and\ \citenamefont {Mehta}}]{bukov2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Marin}\ \bibnamefont
{Bukov}}, \bibinfo {author} {\bibfnamefont {Alexandre G.~R.}\ \bibnamefont
{Day}}, \bibinfo {author} {\bibfnamefont {Dries}\ \bibnamefont {Sels}},
\bibinfo {author} {\bibfnamefont {Phillip}\ \bibnamefont {Weinberg}},
\bibinfo {author} {\bibfnamefont {Anatoli}\ \bibnamefont {Polkovnikov}}, \
and\ \bibinfo {author} {\bibfnamefont {Pankaj}\ \bibnamefont {Mehta}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Reinforcement {{Learning}}
in {{Different Phases}} of {{Quantum Control}}},}\ }\href {\doibase
10.1103/PhysRevX.8.031086} {\bibfield {journal} {\bibinfo {journal}
{Physical Review X}\ }\textbf {\bibinfo {volume} {8}},\ \bibinfo {pages}
{031086} (\bibinfo {year} {2018}{\natexlab{b}})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Schau{\ss}}\ \emph {et~al.}(2015)\citenamefont
{Schau{\ss}}, \citenamefont {Zeiher}, \citenamefont {Fukuhara}, \citenamefont
{Hild}, \citenamefont {Cheneau}, \citenamefont {Macr{\`\i}}, \citenamefont
{Pohl}, \citenamefont {Bloch},\ and\ \citenamefont {Gross}}]{Schauss1455}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {P.}~\bibnamefont
{Schau{\ss}}}, \bibinfo {author} {\bibfnamefont {J.}~\bibnamefont {Zeiher}},
\bibinfo {author} {\bibfnamefont {T.}~\bibnamefont {Fukuhara}}, \bibinfo
{author} {\bibfnamefont {S.}~\bibnamefont {Hild}}, \bibinfo {author}
{\bibfnamefont {M.}~\bibnamefont {Cheneau}}, \bibinfo {author} {\bibfnamefont
{T.}~\bibnamefont {Macr{\`\i}}}, \bibinfo {author} {\bibfnamefont
{T.}~\bibnamefont {Pohl}}, \bibinfo {author} {\bibfnamefont {I.}~\bibnamefont
{Bloch}}, \ and\ \bibinfo {author} {\bibfnamefont {C.}~\bibnamefont
{Gross}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Crystallization
in ising quantum magnets},}\ }\href {\doibase 10.1126/science.1258351}
{\bibfield {journal} {\bibinfo {journal} {Science}\ }\textbf {\bibinfo
{volume} {347}},\ \bibinfo {pages} {1455--1458} (\bibinfo {year}
{2015})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Endres}\ \emph {et~al.}(2016)\citenamefont {Endres},
\citenamefont {Bernien}, \citenamefont {Keesling}, \citenamefont {Levine},
\citenamefont {Anschuetz}, \citenamefont {Krajenbrink}, \citenamefont
{Senko}, \citenamefont {Vuletic}, \citenamefont {Greiner},\ and\
\citenamefont {Lukin}}]{Endres2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Manuel}\ \bibnamefont
{Endres}}, \bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont
{Bernien}}, \bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont
{Keesling}}, \bibinfo {author} {\bibfnamefont {Harry}\ \bibnamefont
{Levine}}, \bibinfo {author} {\bibfnamefont {Eric~R}\ \bibnamefont
{Anschuetz}}, \bibinfo {author} {\bibfnamefont {Alexandre}\ \bibnamefont
{Krajenbrink}}, \bibinfo {author} {\bibfnamefont {Crystal}\ \bibnamefont
{Senko}}, \bibinfo {author} {\bibfnamefont {Vladan}\ \bibnamefont {Vuletic}},
\bibinfo {author} {\bibfnamefont {Markus}\ \bibnamefont {Greiner}}, \ and\
\bibinfo {author} {\bibfnamefont {Mikhail~D}\ \bibnamefont {Lukin}},\
}\bibfield {title} {\enquote {\bibinfo {title} {{Atom-by-atom assembly of
defect-free one-dimensional cold atom arrays}},}\ }\href {\doibase
10.1126/science.aah3752} {\bibfield {journal} {\bibinfo {journal}
{Science}\ }\textbf {\bibinfo {volume} {354}},\ \bibinfo {pages} {1024--1027}
(\bibinfo {year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Labuhn}\ \emph {et~al.}(2016)\citenamefont {Labuhn},
\citenamefont {Barredo}, \citenamefont {Ravets}, \citenamefont
{de~L{\'e}s{\'e}leuc}, \citenamefont {Macr{\`\i}}, \citenamefont {Lahaye},\
and\ \citenamefont {Browaeys}}]{Labuhn}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Henning}\ \bibnamefont
{Labuhn}}, \bibinfo {author} {\bibfnamefont {Daniel}\ \bibnamefont
{Barredo}}, \bibinfo {author} {\bibfnamefont {Sylvain}\ \bibnamefont
{Ravets}}, \bibinfo {author} {\bibfnamefont {Sylvain}\ \bibnamefont
{de~L{\'e}s{\'e}leuc}}, \bibinfo {author} {\bibfnamefont {Tommaso}\
\bibnamefont {Macr{\`\i}}}, \bibinfo {author} {\bibfnamefont {Thierry}\
\bibnamefont {Lahaye}}, \ and\ \bibinfo {author} {\bibfnamefont {Antoine}\
\bibnamefont {Browaeys}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Tunable two-dimensional arrays of single rydberg atoms for realizing quantum
ising models},}\ }\href {https://doi.org/10.1038/nature18274} {\bibfield
{journal} {\bibinfo {journal} {Nature}\ }\textbf {\bibinfo {volume} {534}},\
\bibinfo {pages} {667 EP --} (\bibinfo {year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Bernien}\ \emph {et~al.}(2017)\citenamefont
{Bernien}, \citenamefont {Schwartz}, \citenamefont {Keesling}, \citenamefont
{Levine}, \citenamefont {Omran}, \citenamefont {Pichler}, \citenamefont
{Choi}, \citenamefont {Zibrov}, \citenamefont {Endres}, \citenamefont
{Greiner}, \citenamefont {Vuleti{\'{c}}},\ and\ \citenamefont
{Lukin}}]{Bernien2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont
{Bernien}}, \bibinfo {author} {\bibfnamefont {Sylvain}\ \bibnamefont
{Schwartz}}, \bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont
{Keesling}}, \bibinfo {author} {\bibfnamefont {Harry}\ \bibnamefont
{Levine}}, \bibinfo {author} {\bibfnamefont {Ahmed}\ \bibnamefont {Omran}},
\bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont {Pichler}}, \bibinfo
{author} {\bibfnamefont {Soonwon}\ \bibnamefont {Choi}}, \bibinfo {author}
{\bibfnamefont {Alexander~S}\ \bibnamefont {Zibrov}}, \bibinfo {author}
{\bibfnamefont {Manuel}\ \bibnamefont {Endres}}, \bibinfo {author}
{\bibfnamefont {Markus}\ \bibnamefont {Greiner}}, \bibinfo {author}
{\bibfnamefont {Vladan}\ \bibnamefont {Vuleti{\'{c}}}}, \ and\ \bibinfo
{author} {\bibfnamefont {Mikhail~D}\ \bibnamefont {Lukin}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {{Probing many-body dynamics on a 51-atom
quantum simulator}},}\ }\href {\doibase 10.1038/nature24622} {\bibfield
{journal} {\bibinfo {journal} {Nature}\ }\textbf {\bibinfo {volume} {551}},\
\bibinfo {pages} {579--584} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Keesling}\ \emph {et~al.}(2019)\citenamefont
{Keesling}, \citenamefont {Omran}, \citenamefont {Levine}, \citenamefont
{Bernien}, \citenamefont {Pichler}, \citenamefont {Choi}, \citenamefont
{Samajdar}, \citenamefont {Schwartz}, \citenamefont {Silvi}, \citenamefont
{Sachdev}, \citenamefont {Zoller}, \citenamefont {Endres}, \citenamefont
{Greiner}, \citenamefont {Vuletic},\ and\ \citenamefont
{Lukin}}]{keesling_quantum_2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Alexander}\
\bibnamefont {Keesling}}, \bibinfo {author} {\bibfnamefont {Ahmed}\
\bibnamefont {Omran}}, \bibinfo {author} {\bibfnamefont {Harry}\ \bibnamefont
{Levine}}, \bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont
{Bernien}}, \bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont
{Pichler}}, \bibinfo {author} {\bibfnamefont {Soonwon}\ \bibnamefont {Choi}},
\bibinfo {author} {\bibfnamefont {Rhine}\ \bibnamefont {Samajdar}}, \bibinfo
{author} {\bibfnamefont {Sylvain}\ \bibnamefont {Schwartz}}, \bibinfo
{author} {\bibfnamefont {Pietro}\ \bibnamefont {Silvi}}, \bibinfo {author}
{\bibfnamefont {Subir}\ \bibnamefont {Sachdev}}, \bibinfo {author}
{\bibfnamefont {Peter}\ \bibnamefont {Zoller}}, \bibinfo {author}
{\bibfnamefont {Manuel}\ \bibnamefont {Endres}}, \bibinfo {author}
{\bibfnamefont {Markus}\ \bibnamefont {Greiner}}, \bibinfo {author}
{\bibfnamefont {Vladan}\ \bibnamefont {Vuletic}}, \ and\ \bibinfo {author}
{\bibfnamefont {Mikhail~D.}\ \bibnamefont {Lukin}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Quantum kibble-zurek mechanism and critical
dynamics on a programmable rydberg simulator},}\ }\href {\doibase
10.1038/s41586-019-1070-1} {\bibfield {journal} {\bibinfo {journal}
{Nature}\ }\textbf {\bibinfo {volume} {568}},\ \bibinfo {pages} {207--211}
(\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Ebadi}}\ \emph {et~al.}(2020)\citenamefont
{{Ebadi}}, \citenamefont {{Wang}}, \citenamefont {{Levine}}, \citenamefont
{{Keesling}}, \citenamefont {{Semeghini}}, \citenamefont {{Omran}},
\citenamefont {{Bluvstein}}, \citenamefont {{Samajdar}}, \citenamefont
{{Pichler}}, \citenamefont {{Ho}}, \citenamefont {{Choi}}, \citenamefont
{{Sachdev}}, \citenamefont {{Greiner}}, \citenamefont {{Vuletic}},\ and\
\citenamefont {{Lukin}}}]{2020arXiv201212281E}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Sepehr}\ \bibnamefont
{{Ebadi}}}, \bibinfo {author} {\bibfnamefont {Tout~T.}\ \bibnamefont
{{Wang}}}, \bibinfo {author} {\bibfnamefont {Harry}\ \bibnamefont
{{Levine}}}, \bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont
{{Keesling}}}, \bibinfo {author} {\bibfnamefont {Giulia}\ \bibnamefont
{{Semeghini}}}, \bibinfo {author} {\bibfnamefont {Ahmed}\ \bibnamefont
{{Omran}}}, \bibinfo {author} {\bibfnamefont {Dolev}\ \bibnamefont
{{Bluvstein}}}, \bibinfo {author} {\bibfnamefont {Rhine}\ \bibnamefont
{{Samajdar}}}, \bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont
{{Pichler}}}, \bibinfo {author} {\bibfnamefont {Wen~Wei}\ \bibnamefont
{{Ho}}}, \bibinfo {author} {\bibfnamefont {Soonwon}\ \bibnamefont {{Choi}}},
\bibinfo {author} {\bibfnamefont {Subir}\ \bibnamefont {{Sachdev}}}, \bibinfo
{author} {\bibfnamefont {Markus}\ \bibnamefont {{Greiner}}}, \bibinfo
{author} {\bibfnamefont {Vladan}\ \bibnamefont {{Vuletic}}}, \ and\ \bibinfo
{author} {\bibfnamefont {Mikhail~D.}\ \bibnamefont {{Lukin}}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {{Quantum Phases of Matter on a 256-Atom
Programmable Quantum Simulator}},}\ }\href@noop {} {\bibfield {journal}
{\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2012.12281}}
(\bibinfo {year} {2020})},\ \Eprint {http://arxiv.org/abs/2012.12281}
{arXiv:2012.12281 [quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Scholl}}\ \emph {et~al.}(2020)\citenamefont
{{Scholl}}, \citenamefont {{Schuler}}, \citenamefont {{Williams}},
\citenamefont {{Eberharter}}, \citenamefont {{Barredo}}, \citenamefont
{{Schymik}}, \citenamefont {{Lienhard}}, \citenamefont {{Henry}},
\citenamefont {{Lang}}, \citenamefont {{Lahaye}}, \citenamefont
{{L{\"a}uchli}},\ and\ \citenamefont {{Browaeys}}}]{2020arXiv201212268S}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Pascal}\ \bibnamefont
{{Scholl}}}, \bibinfo {author} {\bibfnamefont {Michael}\ \bibnamefont
{{Schuler}}}, \bibinfo {author} {\bibfnamefont {Hannah~J.}\ \bibnamefont
{{Williams}}}, \bibinfo {author} {\bibfnamefont {Alexander~A.}\ \bibnamefont
{{Eberharter}}}, \bibinfo {author} {\bibfnamefont {Daniel}\ \bibnamefont
{{Barredo}}}, \bibinfo {author} {\bibfnamefont {Kai-Niklas}\ \bibnamefont
{{Schymik}}}, \bibinfo {author} {\bibfnamefont {Vincent}\ \bibnamefont
{{Lienhard}}}, \bibinfo {author} {\bibfnamefont {Louis-Paul}\ \bibnamefont
{{Henry}}}, \bibinfo {author} {\bibfnamefont {Thomas~C.}\ \bibnamefont
{{Lang}}}, \bibinfo {author} {\bibfnamefont {Thierry}\ \bibnamefont
{{Lahaye}}}, \bibinfo {author} {\bibfnamefont {Andreas~M.}\ \bibnamefont
{{L{\"a}uchli}}}, \ and\ \bibinfo {author} {\bibfnamefont {Antoine}\
\bibnamefont {{Browaeys}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{Programmable quantum simulation of 2D antiferromagnets with hundreds of
Rydberg atoms}},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal}
{arXiv e-prints}\ ,\ \bibinfo {eid} {arXiv:2012.12268}} (\bibinfo {year}
{2020})},\ \Eprint {http://arxiv.org/abs/2012.12268} {arXiv:2012.12268
[quant-ph]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Levine}\ \emph {et~al.}(2019)\citenamefont {Levine},
\citenamefont {Keesling}, \citenamefont {Semeghini}, \citenamefont {Omran},
\citenamefont {Wang}, \citenamefont {Ebadi}, \citenamefont {Bernien},
\citenamefont {Greiner}, \citenamefont {Vuleti\ifmmode~\acute{c}\else
\'{c}\fi{}}, \citenamefont {Pichler},\ and\ \citenamefont
{Lukin}}]{Levine2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Harry}\ \bibnamefont
{Levine}}, \bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont
{Keesling}}, \bibinfo {author} {\bibfnamefont {Giulia}\ \bibnamefont
{Semeghini}}, \bibinfo {author} {\bibfnamefont {Ahmed}\ \bibnamefont
{Omran}}, \bibinfo {author} {\bibfnamefont {Tout~T.}\ \bibnamefont {Wang}},
\bibinfo {author} {\bibfnamefont {Sepehr}\ \bibnamefont {Ebadi}}, \bibinfo
{author} {\bibfnamefont {Hannes}\ \bibnamefont {Bernien}}, \bibinfo {author}
{\bibfnamefont {Markus}\ \bibnamefont {Greiner}}, \bibinfo {author}
{\bibfnamefont {Vladan}\ \bibnamefont {Vuleti\ifmmode~\acute{c}\else
\'{c}\fi{}}}, \bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont
{Pichler}}, \ and\ \bibinfo {author} {\bibfnamefont {Mikhail~D.}\
\bibnamefont {Lukin}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Parallel implementation of high-fidelity multiqubit gates with neutral
atoms},}\ }\href {\doibase 10.1103/PhysRevLett.123.170503} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo
{volume} {123}},\ \bibinfo {pages} {170503} (\bibinfo {year}
{2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Samajdar}\ \emph {et~al.}(2020)\citenamefont
{Samajdar}, \citenamefont {Ho}, \citenamefont {Pichler}, \citenamefont
{Lukin},\ and\ \citenamefont {Sachdev}}]{Samajdar2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Rhine}\ \bibnamefont
{Samajdar}}, \bibinfo {author} {\bibfnamefont {Wen~Wei}\ \bibnamefont {Ho}},
\bibinfo {author} {\bibfnamefont {Hannes}\ \bibnamefont {Pichler}}, \bibinfo
{author} {\bibfnamefont {Mikhail~D.}\ \bibnamefont {Lukin}}, \ and\ \bibinfo
{author} {\bibfnamefont {Subir}\ \bibnamefont {Sachdev}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Complex density wave orders and quantum
phase transitions in a model of square-lattice rydberg atom arrays},}\ }\href
{\doibase 10.1103/PhysRevLett.124.103601} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {124}},\ \bibinfo
{pages} {103601} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {White}(1992)}]{PhysRevLett.69.2863}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Steven~R.}\
\bibnamefont {White}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Density matrix formulation for quantum renormalization groups},}\ }\href
{\doibase 10.1103/PhysRevLett.69.2863} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {69}},\ \bibinfo
{pages} {2863--2866} (\bibinfo {year} {1992})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {White}(1993)}]{PhysRevB.48.10345}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Steven~R.}\
\bibnamefont {White}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Density-matrix algorithms for quantum renormalization groups},}\ }\href
{\doibase 10.1103/PhysRevB.48.10345} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume} {48}},\ \bibinfo
{pages} {10345--10356} (\bibinfo {year} {1993})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Schollwoeck}(2011)}]{SCHOLLWOCK201196}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Ulrich}\ \bibnamefont
{Schollwoeck}},\ }\bibfield {title} {\enquote {\bibinfo {title} {The
density-matrix renormalization group in the age of matrix product states},}\
}\href {\doibase https://doi.org/10.1016/j.aop.2010.09.012} {\bibfield
{journal} {\bibinfo {journal} {Annals of Physics}\ }\textbf {\bibinfo
{volume} {326}},\ \bibinfo {pages} {96 -- 192} (\bibinfo {year} {2011})},\
\bibinfo {note} {january 2011 Special Issue}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Fishman}}\ \emph {et~al.}(2020)\citenamefont
{{Fishman}}, \citenamefont {{White}},\ and\ \citenamefont {{Miles
Stoudenmire}}}]{itensor}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Matthew}\ \bibnamefont
{{Fishman}}}, \bibinfo {author} {\bibfnamefont {Steven~R.}\ \bibnamefont
{{White}}}, \ and\ \bibinfo {author} {\bibfnamefont {E.}~\bibnamefont {{Miles
Stoudenmire}}},\ }\bibfield {title} {\enquote {\bibinfo {title} {{The
ITensor Software Library for Tensor Network Calculations}},}\ }\href@noop {}
{\bibfield {journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo
{eid} {arXiv:2007.14822}} (\bibinfo {year} {2020})},\ \Eprint
{http://arxiv.org/abs/2007.14822} {arXiv:2007.14822 [cs.MS]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Ferris}\ and\ \citenamefont
{Vidal}(2012)}]{PhysRevB.85.165146}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Andrew~J.}\
\bibnamefont {Ferris}}\ and\ \bibinfo {author} {\bibfnamefont {Guifre}\
\bibnamefont {Vidal}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Perfect sampling with unitary tensor networks},}\ }\href {\doibase
10.1103/PhysRevB.85.165146} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. B}\ }\textbf {\bibinfo {volume} {85}},\ \bibinfo {pages} {165146}
(\bibinfo {year} {2012})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Basko}\ \emph {et~al.}(2006)\citenamefont {Basko},
\citenamefont {Aleiner},\ and\ \citenamefont {Altshuler}}]{basko2006}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {D.~M.}\ \bibnamefont
{Basko}}, \bibinfo {author} {\bibfnamefont {I.~L.}\ \bibnamefont {Aleiner}},
\ and\ \bibinfo {author} {\bibfnamefont {B.~L.}\ \bibnamefont {Altshuler}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Metal\textendash insulator
transition in a weakly interacting many-electron system with localized
single-particle states},}\ }\href {\doibase 10.1016/j.aop.2005.11.014}
{\bibfield {journal} {\bibinfo {journal} {Annals of Physics}\ }\textbf
{\bibinfo {volume} {321}},\ \bibinfo {pages} {1126--1205} (\bibinfo {year}
{2006})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Abanin}\ \emph {et~al.}(2019)\citenamefont {Abanin},
\citenamefont {Altman}, \citenamefont {Bloch},\ and\ \citenamefont
{Serbyn}}]{RevModPhys.91.021001}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Dmitry~A.}\
\bibnamefont {Abanin}}, \bibinfo {author} {\bibfnamefont {Ehud}\ \bibnamefont
{Altman}}, \bibinfo {author} {\bibfnamefont {Immanuel}\ \bibnamefont
{Bloch}}, \ and\ \bibinfo {author} {\bibfnamefont {Maksym}\ \bibnamefont
{Serbyn}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Colloquium:
Many-body localization, thermalization, and entanglement},}\ }\href {\doibase
10.1103/RevModPhys.91.021001} {\bibfield {journal} {\bibinfo {journal}
{Rev. Mod. Phys.}\ }\textbf {\bibinfo {volume} {91}},\ \bibinfo {pages}
{021001} (\bibinfo {year} {2019})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Savary}\ and\ \citenamefont
{Balents}(2016)}]{savaryQuantumSpinLiquids2016}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Lucile}\ \bibnamefont
{Savary}}\ and\ \bibinfo {author} {\bibfnamefont {Leon}\ \bibnamefont
{Balents}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Quantum spin
liquids: A review},}\ }\href {\doibase 10.1088/0034-4885/80/1/016502}
{\bibfield {journal} {\bibinfo {journal} {Reports on Progress in Physics}\
}\textbf {\bibinfo {volume} {80}},\ \bibinfo {pages} {016502} (\bibinfo
{year} {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Knolle}\ and\ \citenamefont
{Moessner}(2019)}]{doi:10.1146/annurev-conmatphys-031218-013401}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {J.}~\bibnamefont
{Knolle}}\ and\ \bibinfo {author} {\bibfnamefont {R.}~\bibnamefont
{Moessner}},\ }\bibfield {title} {\enquote {\bibinfo {title} {A field guide
to spin liquids},}\ }\href {\doibase
10.1146/annurev-conmatphys-031218-013401} {\bibfield {journal} {\bibinfo
{journal} {Annual Review of Condensed Matter Physics}\ }\textbf {\bibinfo
{volume} {10}},\ \bibinfo {pages} {451--472} (\bibinfo {year} {2019})},\
\Eprint
{http://arxiv.org/abs/https://doi.org/10.1146/annurev-conmatphys-031218-013401}
{https://doi.org/10.1146/annurev-conmatphys-031218-013401} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Broecker}\ \emph
{et~al.}(2017{\natexlab{b}})\citenamefont {Broecker}, \citenamefont
{Assaad},\ and\ \citenamefont {Trebst}}]{broecker2017b}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Peter}\ \bibnamefont
{Broecker}}, \bibinfo {author} {\bibfnamefont {Fakher~F.}\ \bibnamefont
{Assaad}}, \ and\ \bibinfo {author} {\bibfnamefont {Simon}\ \bibnamefont
{Trebst}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Quantum phase
recognition via unsupervised machine learning},}\ }\href@noop {} {\bibfield
{journal} {\bibinfo {journal} {arXiv:1707.00663 [cond-mat]}\ } (\bibinfo
{year} {2017}{\natexlab{b}})},\ \Eprint {http://arxiv.org/abs/1707.00663}
{arXiv:1707.00663 [cond-mat]} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Wetzel}(2017)}]{PhysRevE.96.022140}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Sebastian~J.}\
\bibnamefont {Wetzel}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Unsupervised learning of phase transitions: From principal component
analysis to variational autoencoders},}\ }\href {\doibase
10.1103/PhysRevE.96.022140} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. E}\ }\textbf {\bibinfo {volume} {96}},\ \bibinfo {pages} {022140}
(\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Rodriguez-Nieva}}\ and\ \citenamefont
{Scheurer}(2019)}]{rodriguez-nieva2019}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Joaquin~F.}\
\bibnamefont {{Rodriguez-Nieva}}}\ and\ \bibinfo {author} {\bibfnamefont
{Mathias~S.}\ \bibnamefont {Scheurer}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Identifying topological order through unsupervised machine
learning},}\ }\href {\doibase 10.1038/s41567-019-0512-x} {\bibfield
{journal} {\bibinfo {journal} {Nature Physics}\ }\textbf {\bibinfo {volume}
{15}},\ \bibinfo {pages} {790--795} (\bibinfo {year} {2019})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Lustig}\ \emph {et~al.}(2020)\citenamefont {Lustig},
\citenamefont {Yair}, \citenamefont {Talmon},\ and\ \citenamefont
{Segev}}]{PhysRevLett.125.127401}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Eran}\ \bibnamefont
{Lustig}}, \bibinfo {author} {\bibfnamefont {Or}~\bibnamefont {Yair}},
\bibinfo {author} {\bibfnamefont {Ronen}\ \bibnamefont {Talmon}}, \ and\
\bibinfo {author} {\bibfnamefont {Mordechai}\ \bibnamefont {Segev}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Identifying topological
phase transitions in experiments using manifold learning},}\ }\href {\doibase
10.1103/PhysRevLett.125.127401} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {125}},\ \bibinfo {pages}
{127401} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Rao}(2018)}]{rao2018}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Wen-Jia}\ \bibnamefont
{Rao}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine learning
the many-body localization transition in random spin systems},}\ }\href
{\doibase 10.1088/1361-648X/aaddc6} {\bibfield {journal} {\bibinfo
{journal} {Journal of Physics: Condensed Matter}\ }\textbf {\bibinfo {volume}
{30}},\ \bibinfo {pages} {395902} (\bibinfo {year} {2018})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Venderley}\ \emph {et~al.}(2018)\citenamefont
{Venderley}, \citenamefont {Khemani},\ and\ \citenamefont
{Kim}}]{PhysRevLett.120.257204}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jordan}\ \bibnamefont
{Venderley}}, \bibinfo {author} {\bibfnamefont {Vedika}\ \bibnamefont
{Khemani}}, \ and\ \bibinfo {author} {\bibfnamefont {Eun-Ah}\ \bibnamefont
{Kim}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Machine learning
out-of-equilibrium phases of matter},}\ }\href {\doibase
10.1103/PhysRevLett.120.257204} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {120}},\ \bibinfo {pages}
{257204} (\bibinfo {year} {2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Dong}\ \emph {et~al.}(2019)\citenamefont {Dong},
\citenamefont {Pollmann},\ and\ \citenamefont {Zhang}}]{PhysRevB.99.121104}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Xiao-Yu}\ \bibnamefont
{Dong}}, \bibinfo {author} {\bibfnamefont {Frank}\ \bibnamefont {Pollmann}},
\ and\ \bibinfo {author} {\bibfnamefont {Xue-Feng}\ \bibnamefont {Zhang}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Machine learning of quantum
phase transitions},}\ }\href {\doibase 10.1103/PhysRevB.99.121104} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. B}\ }\textbf {\bibinfo {volume}
{99}},\ \bibinfo {pages} {121104} (\bibinfo {year} {2019})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Tsai}\ \emph {et~al.}(2020)\citenamefont {Tsai},
\citenamefont {Yu}, \citenamefont {Hsu},\ and\ \citenamefont
{Chung}}]{PhysRevB.102.054512}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Yuan-Hong}\
\bibnamefont {Tsai}}, \bibinfo {author} {\bibfnamefont {Meng-Zhe}\
\bibnamefont {Yu}}, \bibinfo {author} {\bibfnamefont {Yu-Hao}\ \bibnamefont
{Hsu}}, \ and\ \bibinfo {author} {\bibfnamefont {Ming-Chiang}\ \bibnamefont
{Chung}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Deep learning of
topological phase transitions from entanglement aspects},}\ }\href {\doibase
10.1103/PhysRevB.102.054512} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. B}\ }\textbf {\bibinfo {volume} {102}},\ \bibinfo {pages}
{054512} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Kottmann}\ \emph {et~al.}(2020)\citenamefont
{Kottmann}, \citenamefont {Huembeli}, \citenamefont {Lewenstein},\ and\
\citenamefont {Ac\'{\i}n}}]{PhysRevLett.125.170603}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Korbinian}\
\bibnamefont {Kottmann}}, \bibinfo {author} {\bibfnamefont {Patrick}\
\bibnamefont {Huembeli}}, \bibinfo {author} {\bibfnamefont {Maciej}\
\bibnamefont {Lewenstein}}, \ and\ \bibinfo {author} {\bibfnamefont
{Antonio}\ \bibnamefont {Ac\'{\i}n}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Unsupervised phase discovery with deep anomaly
detection},}\ }\href {\doibase 10.1103/PhysRevLett.125.170603} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo
{volume} {125}},\ \bibinfo {pages} {170603} (\bibinfo {year}
{2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Berezutskii}\ \emph {et~al.}(2020)\citenamefont
{Berezutskii}, \citenamefont {Beketov}, \citenamefont {Yudin}, \citenamefont
{Zimbor{\'a}s},\ and\ \citenamefont {Biamonte}}]{berezutskii2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {A.}~\bibnamefont
{Berezutskii}}, \bibinfo {author} {\bibfnamefont {M.}~\bibnamefont
{Beketov}}, \bibinfo {author} {\bibfnamefont {D.}~\bibnamefont {Yudin}},
\bibinfo {author} {\bibfnamefont {Z.}~\bibnamefont {Zimbor{\'a}s}}, \ and\
\bibinfo {author} {\bibfnamefont {J.~D.}\ \bibnamefont {Biamonte}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Probing criticality in
quantum spin chains with neural networks},}\ }\href {\doibase
10.1088/2632-072X/abaa2b} {\bibfield {journal} {\bibinfo {journal} {Journal
of Physics: Complexity}\ }\textbf {\bibinfo {volume} {1}},\ \bibinfo {pages}
{03LT01} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Khatami}\ \emph {et~al.}(2020)\citenamefont
{Khatami}, \citenamefont {Guardado-Sanchez}, \citenamefont {Spar},
\citenamefont {Carrasquilla}, \citenamefont {Bakr},\ and\ \citenamefont
{Scalettar}}]{PhysRevA.102.033326}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Ehsan}\ \bibnamefont
{Khatami}}, \bibinfo {author} {\bibfnamefont {Elmer}\ \bibnamefont
{Guardado-Sanchez}}, \bibinfo {author} {\bibfnamefont {Benjamin~M.}\
\bibnamefont {Spar}}, \bibinfo {author} {\bibfnamefont {Juan~Felipe}\
\bibnamefont {Carrasquilla}}, \bibinfo {author} {\bibfnamefont {Waseem~S.}\
\bibnamefont {Bakr}}, \ and\ \bibinfo {author} {\bibfnamefont {Richard~T.}\
\bibnamefont {Scalettar}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Visualizing strange metallic correlations in the two-dimensional
fermi-hubbard model with artificial intelligence},}\ }\href {\doibase
10.1103/PhysRevA.102.033326} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. A}\ }\textbf {\bibinfo {volume} {102}},\ \bibinfo {pages}
{033326} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Baydin}\ \emph {et~al.}(2017)\citenamefont {Baydin},
\citenamefont {Pearlmutter}, \citenamefont {Radul},\ and\ \citenamefont
{Siskind}}]{AD_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Atilim~Gunes}\
\bibnamefont {Baydin}}, \bibinfo {author} {\bibfnamefont {Barak~A.}\
\bibnamefont {Pearlmutter}}, \bibinfo {author} {\bibfnamefont
{Alexey~Andreyevich}\ \bibnamefont {Radul}}, \ and\ \bibinfo {author}
{\bibfnamefont {Jeffrey~Mark}\ \bibnamefont {Siskind}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Automatic differentiation in machine learning: A
survey},}\ }\href@noop {} {\bibfield {journal} {\bibinfo {journal} {J.
Mach. Learn. Res.}\ }\textbf {\bibinfo {volume} {18}} (\bibinfo {year}
{2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Kingma}}\ and\ \citenamefont
{{Ba}}(2014)}]{2014arXiv1412.6980K}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Diederik~P.}\
\bibnamefont {{Kingma}}}\ and\ \bibinfo {author} {\bibfnamefont {Jimmy}\
\bibnamefont {{Ba}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{Adam: A Method for Stochastic Optimization}},}\ }\href@noop {} {\bibfield
{journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo {eid}
{arXiv:1412.6980}} (\bibinfo {year} {2014})},\ \Eprint
{http://arxiv.org/abs/1412.6980} {arXiv:1412.6980 [cs.LG]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Abadi}\ \emph {et~al.}(2015)\citenamefont {Abadi},
\citenamefont {Agarwal}, \citenamefont {Barham}, \citenamefont {Brevdo},
\citenamefont {Chen}, \citenamefont {Citro}, \citenamefont {Corrado},
\citenamefont {Davis}, \citenamefont {Dean}, \citenamefont {Devin},
\citenamefont {Ghemawat}, \citenamefont {Goodfellow}, \citenamefont {Harp},
\citenamefont {Irving}, \citenamefont {Isard}, \citenamefont {Jia},
\citenamefont {Jozefowicz}, \citenamefont {Kaiser}, \citenamefont {Kudlur},
\citenamefont {Levenberg}, \citenamefont {Man\'{e}}, \citenamefont {Monga},
\citenamefont {Moore}, \citenamefont {Murray}, \citenamefont {Olah},
\citenamefont {Schuster}, \citenamefont {Shlens}, \citenamefont {Steiner},
\citenamefont {Sutskever}, \citenamefont {Talwar}, \citenamefont {Tucker},
\citenamefont {Vanhoucke}, \citenamefont {Vasudevan}, \citenamefont
{Vi\'{e}gas}, \citenamefont {Vinyals}, \citenamefont {Warden}, \citenamefont
{Wattenberg}, \citenamefont {Wicke}, \citenamefont {Yu},\ and\ \citenamefont
{Zheng}}]{tensorflow}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Mart\'{\i}n}\
\bibnamefont {Abadi}}, \bibinfo {author} {\bibfnamefont {Ashish}\
\bibnamefont {Agarwal}}, \bibinfo {author} {\bibfnamefont {Paul}\
\bibnamefont {Barham}}, \bibinfo {author} {\bibfnamefont {Eugene}\
\bibnamefont {Brevdo}}, \bibinfo {author} {\bibfnamefont {Zhifeng}\
\bibnamefont {Chen}}, \bibinfo {author} {\bibfnamefont {Craig}\ \bibnamefont
{Citro}}, \bibinfo {author} {\bibfnamefont {Greg~S.}\ \bibnamefont
{Corrado}}, \bibinfo {author} {\bibfnamefont {Andy}\ \bibnamefont {Davis}},
\bibinfo {author} {\bibfnamefont {Jeffrey}\ \bibnamefont {Dean}}, \bibinfo
{author} {\bibfnamefont {Matthieu}\ \bibnamefont {Devin}}, \bibinfo {author}
{\bibfnamefont {Sanjay}\ \bibnamefont {Ghemawat}}, \bibinfo {author}
{\bibfnamefont {Ian}\ \bibnamefont {Goodfellow}}, \bibinfo {author}
{\bibfnamefont {Andrew}\ \bibnamefont {Harp}}, \bibinfo {author}
{\bibfnamefont {Geoffrey}\ \bibnamefont {Irving}}, \bibinfo {author}
{\bibfnamefont {Michael}\ \bibnamefont {Isard}}, \bibinfo {author}
{\bibfnamefont {Yangqing}\ \bibnamefont {Jia}}, \bibinfo {author}
{\bibfnamefont {Rafal}\ \bibnamefont {Jozefowicz}}, \bibinfo {author}
{\bibfnamefont {Lukasz}\ \bibnamefont {Kaiser}}, \bibinfo {author}
{\bibfnamefont {Manjunath}\ \bibnamefont {Kudlur}}, \bibinfo {author}
{\bibfnamefont {Josh}\ \bibnamefont {Levenberg}}, \bibinfo {author}
{\bibfnamefont {Dan}\ \bibnamefont {Man\'{e}}}, \bibinfo {author}
{\bibfnamefont {Rajat}\ \bibnamefont {Monga}}, \bibinfo {author}
{\bibfnamefont {Sherry}\ \bibnamefont {Moore}}, \bibinfo {author}
{\bibfnamefont {Derek}\ \bibnamefont {Murray}}, \bibinfo {author}
{\bibfnamefont {Chris}\ \bibnamefont {Olah}}, \bibinfo {author}
{\bibfnamefont {Mike}\ \bibnamefont {Schuster}}, \bibinfo {author}
{\bibfnamefont {Jonathon}\ \bibnamefont {Shlens}}, \bibinfo {author}
{\bibfnamefont {Benoit}\ \bibnamefont {Steiner}}, \bibinfo {author}
{\bibfnamefont {Ilya}\ \bibnamefont {Sutskever}}, \bibinfo {author}
{\bibfnamefont {Kunal}\ \bibnamefont {Talwar}}, \bibinfo {author}
{\bibfnamefont {Paul}\ \bibnamefont {Tucker}}, \bibinfo {author}
{\bibfnamefont {Vincent}\ \bibnamefont {Vanhoucke}}, \bibinfo {author}
{\bibfnamefont {Vijay}\ \bibnamefont {Vasudevan}}, \bibinfo {author}
{\bibfnamefont {Fernanda}\ \bibnamefont {Vi\'{e}gas}}, \bibinfo {author}
{\bibfnamefont {Oriol}\ \bibnamefont {Vinyals}}, \bibinfo {author}
{\bibfnamefont {Pete}\ \bibnamefont {Warden}}, \bibinfo {author}
{\bibfnamefont {Martin}\ \bibnamefont {Wattenberg}}, \bibinfo {author}
{\bibfnamefont {Martin}\ \bibnamefont {Wicke}}, \bibinfo {author}
{\bibfnamefont {Yuan}\ \bibnamefont {Yu}}, \ and\ \bibinfo {author}
{\bibfnamefont {Xiaoqiang}\ \bibnamefont {Zheng}},\ }\href
{http://tensorflow.org/} {\enquote {\bibinfo {title} {{TensorFlow}:
Large-scale machine learning on heterogeneous systems},}\ } (\bibinfo {year}
{2015}),\ \bibinfo {note} {software available from
tensorflow.org}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Eisert}\ \emph {et~al.}(2020)\citenamefont {Eisert},
\citenamefont {Hangleiter}, \citenamefont {Walk}, \citenamefont {Roth},
\citenamefont {Markham}, \citenamefont {Parekh}, \citenamefont {Chabaud},\
and\ \citenamefont {Kashefi}}]{eisert_quantum_2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jens}\ \bibnamefont
{Eisert}}, \bibinfo {author} {\bibfnamefont {Dominik}\ \bibnamefont
{Hangleiter}}, \bibinfo {author} {\bibfnamefont {Nathan}\ \bibnamefont
{Walk}}, \bibinfo {author} {\bibfnamefont {Ingo}\ \bibnamefont {Roth}},
\bibinfo {author} {\bibfnamefont {Damian}\ \bibnamefont {Markham}}, \bibinfo
{author} {\bibfnamefont {Rhea}\ \bibnamefont {Parekh}}, \bibinfo {author}
{\bibfnamefont {Ulysse}\ \bibnamefont {Chabaud}}, \ and\ \bibinfo {author}
{\bibfnamefont {Elham}\ \bibnamefont {Kashefi}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Quantum certification and benchmarking},}\
}\href {\doibase 10.1038/s42254-020-0186-4} {\bibfield {journal} {\bibinfo
{journal} {Nature Reviews Physics}\ }\textbf {\bibinfo {volume} {2}},\
\bibinfo {pages} {382--390} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Knill}\ \emph {et~al.}(2008)\citenamefont {Knill},
\citenamefont {Leibfried}, \citenamefont {Reichle}, \citenamefont {Britton},
\citenamefont {Blakestad}, \citenamefont {Jost}, \citenamefont {Langer},
\citenamefont {Ozeri}, \citenamefont {Seidelin},\ and\ \citenamefont
{Wineland}}]{PhysRevA.77.012307}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {E.}~\bibnamefont
{Knill}}, \bibinfo {author} {\bibfnamefont {D.}~\bibnamefont {Leibfried}},
\bibinfo {author} {\bibfnamefont {R.}~\bibnamefont {Reichle}}, \bibinfo
{author} {\bibfnamefont {J.}~\bibnamefont {Britton}}, \bibinfo {author}
{\bibfnamefont {R.~B.}\ \bibnamefont {Blakestad}}, \bibinfo {author}
{\bibfnamefont {J.~D.}\ \bibnamefont {Jost}}, \bibinfo {author}
{\bibfnamefont {C.}~\bibnamefont {Langer}}, \bibinfo {author} {\bibfnamefont
{R.}~\bibnamefont {Ozeri}}, \bibinfo {author} {\bibfnamefont
{S.}~\bibnamefont {Seidelin}}, \ and\ \bibinfo {author} {\bibfnamefont
{D.~J.}\ \bibnamefont {Wineland}},\ }\bibfield {title} {\enquote {\bibinfo
{title} {Randomized benchmarking of quantum gates},}\ }\href {\doibase
10.1103/PhysRevA.77.012307} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. A}\ }\textbf {\bibinfo {volume} {77}},\ \bibinfo {pages} {012307}
(\bibinfo {year} {2008})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Magesan}\ \emph {et~al.}(2012)\citenamefont
{Magesan}, \citenamefont {Gambetta},\ and\ \citenamefont
{Emerson}}]{PhysRevA.85.042311}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Easwar}\ \bibnamefont
{Magesan}}, \bibinfo {author} {\bibfnamefont {Jay~M.}\ \bibnamefont
{Gambetta}}, \ and\ \bibinfo {author} {\bibfnamefont {Joseph}\ \bibnamefont
{Emerson}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Characterizing
quantum gates via randomized benchmarking},}\ }\href {\doibase
10.1103/PhysRevA.85.042311} {\bibfield {journal} {\bibinfo {journal} {Phys.
Rev. A}\ }\textbf {\bibinfo {volume} {85}},\ \bibinfo {pages} {042311}
(\bibinfo {year} {2012})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Harper}\ \emph {et~al.}(2019)\citenamefont {Harper},
\citenamefont {Hincks}, \citenamefont {Ferrie}, \citenamefont {Flammia},\
and\ \citenamefont {Wallman}}]{PhysRevA.99.052350}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Robin}\ \bibnamefont
{Harper}}, \bibinfo {author} {\bibfnamefont {Ian}\ \bibnamefont {Hincks}},
\bibinfo {author} {\bibfnamefont {Chris}\ \bibnamefont {Ferrie}}, \bibinfo
{author} {\bibfnamefont {Steven~T.}\ \bibnamefont {Flammia}}, \ and\ \bibinfo
{author} {\bibfnamefont {Joel~J.}\ \bibnamefont {Wallman}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Statistical analysis of randomized
benchmarking},}\ }\href {\doibase 10.1103/PhysRevA.99.052350} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. A}\ }\textbf {\bibinfo {volume}
{99}},\ \bibinfo {pages} {052350} (\bibinfo {year} {2019})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Flammia}\ and\ \citenamefont
{Liu}(2011)}]{PhysRevLett.106.230501}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Steven~T.}\
\bibnamefont {Flammia}}\ and\ \bibinfo {author} {\bibfnamefont {Yi-Kai}\
\bibnamefont {Liu}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Direct
fidelity estimation from few pauli measurements},}\ }\href {\doibase
10.1103/PhysRevLett.106.230501} {\bibfield {journal} {\bibinfo {journal}
{Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {106}},\ \bibinfo {pages}
{230501} (\bibinfo {year} {2011})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Aolita}\ \emph {et~al.}(2015)\citenamefont {Aolita},
\citenamefont {Gogolin}, \citenamefont {Kliesch},\ and\ \citenamefont
{Eisert}}]{aolita_reliable_2015}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Leandro}\ \bibnamefont
{Aolita}}, \bibinfo {author} {\bibfnamefont {Christian}\ \bibnamefont
{Gogolin}}, \bibinfo {author} {\bibfnamefont {Martin}\ \bibnamefont
{Kliesch}}, \ and\ \bibinfo {author} {\bibfnamefont {Jens}\ \bibnamefont
{Eisert}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Reliable quantum
certification of photonic state preparations},}\ }\href {\doibase
10.1038/ncomms9498} {\bibfield {journal} {\bibinfo {journal} {Nature
Communications}\ }\textbf {\bibinfo {volume} {6}},\ \bibinfo {pages} {8498}
(\bibinfo {year} {2015})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Gluza}\ \emph {et~al.}(2018)\citenamefont {Gluza},
\citenamefont {Kliesch}, \citenamefont {Eisert},\ and\ \citenamefont
{Aolita}}]{PhysRevLett.120.190501}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {M.}~\bibnamefont
{Gluza}}, \bibinfo {author} {\bibfnamefont {M.}~\bibnamefont {Kliesch}},
\bibinfo {author} {\bibfnamefont {J.}~\bibnamefont {Eisert}}, \ and\ \bibinfo
{author} {\bibfnamefont {L.}~\bibnamefont {Aolita}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Fidelity witnesses for fermionic quantum
simulations},}\ }\href {\doibase 10.1103/PhysRevLett.120.190501} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo
{volume} {120}},\ \bibinfo {pages} {190501} (\bibinfo {year}
{2018})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Vogel}\ and\ \citenamefont {Risken}(1989)}]{vogel89}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {K.}~\bibnamefont
{Vogel}}\ and\ \bibinfo {author} {\bibfnamefont {H.}~\bibnamefont {Risken}},\
}\bibfield {title} {\enquote {\bibinfo {title} {Determination of
quasiprobability distributions in terms of probability distributions for the
rotated quadrature phase},}\ }\href {\doibase 10.1103/PhysRevA.40.2847}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. A}\ }\textbf {\bibinfo
{volume} {40}},\ \bibinfo {pages} {2847--2849} (\bibinfo {year}
{1989})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hradil}(1997)}]{PhysRevA.55.R1561}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Z.}~\bibnamefont
{Hradil}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Quantum-state
estimation},}\ }\href {\doibase 10.1103/PhysRevA.55.R1561} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. A}\ }\textbf {\bibinfo {volume}
{55}},\ \bibinfo {pages} {R1561--R1564} (\bibinfo {year} {1997})}\BibitemShut
{NoStop}%
\bibitem [{\citenamefont {\ifmmode \check{R}\else
\v{R}\fi{}eh\'a\ifmmode~\check{c}\else \v{c}\fi{}ek}\ \emph
{et~al.}(2001)\citenamefont {\ifmmode \check{R}\else
\v{R}\fi{}eh\'a\ifmmode~\check{c}\else \v{c}\fi{}ek}, \citenamefont
{Hradil},\ and\ \citenamefont {Je\ifmmode~\check{z}\else
\v{z}\fi{}ek}}]{PhysRevA.63.040303}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {J.}~\bibnamefont
{\ifmmode \check{R}\else \v{R}\fi{}eh\'a\ifmmode~\check{c}\else
\v{c}\fi{}ek}}, \bibinfo {author} {\bibfnamefont {Z.}~\bibnamefont {Hradil}},
\ and\ \bibinfo {author} {\bibfnamefont {M.}~\bibnamefont
{Je\ifmmode~\check{z}\else \v{z}\fi{}ek}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Iterative algorithm for reconstruction of entangled
states},}\ }\href {\doibase 10.1103/PhysRevA.63.040303} {\bibfield {journal}
{\bibinfo {journal} {Phys. Rev. A}\ }\textbf {\bibinfo {volume} {63}},\
\bibinfo {pages} {040303} (\bibinfo {year} {2001})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {James}\ \emph {et~al.}(2001)\citenamefont {James},
\citenamefont {Kwiat}, \citenamefont {Munro},\ and\ \citenamefont
{White}}]{PhysRevA.64.052312}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Daniel F.~V.}\
\bibnamefont {James}}, \bibinfo {author} {\bibfnamefont {Paul~G.}\
\bibnamefont {Kwiat}}, \bibinfo {author} {\bibfnamefont {William~J.}\
\bibnamefont {Munro}}, \ and\ \bibinfo {author} {\bibfnamefont {Andrew~G.}\
\bibnamefont {White}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Measurement of qubits},}\ }\href {\doibase 10.1103/PhysRevA.64.052312}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. A}\ }\textbf {\bibinfo
{volume} {64}},\ \bibinfo {pages} {052312} (\bibinfo {year}
{2001})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Je{\v{z}}ek}\ \emph {et~al.}(2003)\citenamefont
{Je{\v{z}}ek}, \citenamefont {Fiur{\'{a}}{\v{s}}ek},\ and\ \citenamefont
{Hradil}}]{Jezek2003}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Miroslav}\
\bibnamefont {Je{\v{z}}ek}}, \bibinfo {author} {\bibfnamefont
{Jarom{\'{i}}r}\ \bibnamefont {Fiur{\'{a}}{\v{s}}ek}}, \ and\ \bibinfo
{author} {\bibfnamefont {Zden{\v{e}}k}\ \bibnamefont {Hradil}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {{Quantum inference of states and
processes}},}\ }\href {\doibase 10.1103/PhysRevA.68.012305} {\bibfield
{journal} {\bibinfo {journal} {Physical Review A}\ }\textbf {\bibinfo
{volume} {68}},\ \bibinfo {pages} {012305} (\bibinfo {year}
{2003})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Blume-Kohout}(2010)}]{Blume_Kohout_2010}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Robin}\ \bibnamefont
{Blume-Kohout}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Optimal,
reliable estimation of quantum states},}\ }\href {\doibase
10.1088/1367-2630/12/4/043034} {\bibfield {journal} {\bibinfo {journal}
{New Journal of Physics}\ }\textbf {\bibinfo {volume} {12}},\ \bibinfo
{pages} {043034} (\bibinfo {year} {2010})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Smolin}\ \emph {et~al.}(2012)\citenamefont {Smolin},
\citenamefont {Gambetta},\ and\ \citenamefont
{Smith}}]{PhysRevLett.108.070502}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {John~A.}\ \bibnamefont
{Smolin}}, \bibinfo {author} {\bibfnamefont {Jay~M.}\ \bibnamefont
{Gambetta}}, \ and\ \bibinfo {author} {\bibfnamefont {Graeme}\ \bibnamefont
{Smith}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Efficient method
for computing the maximum-likelihood quantum state from measurements with
additive gaussian noise},}\ }\href {\doibase 10.1103/PhysRevLett.108.070502}
{\bibfield {journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf
{\bibinfo {volume} {108}},\ \bibinfo {pages} {070502} (\bibinfo {year}
{2012})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Granade}\ \emph {et~al.}(2017)\citenamefont
{Granade}, \citenamefont {Ferrie},\ and\ \citenamefont
{Flammia}}]{Granade_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Christopher}\
\bibnamefont {Granade}}, \bibinfo {author} {\bibfnamefont {Christopher}\
\bibnamefont {Ferrie}}, \ and\ \bibinfo {author} {\bibfnamefont {Steven~T}\
\bibnamefont {Flammia}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Practical adaptive quantum tomography},}\ }\href {\doibase
10.1088/1367-2630/aa8fe6} {\bibfield {journal} {\bibinfo {journal} {New
Journal of Physics}\ }\textbf {\bibinfo {volume} {19}},\ \bibinfo {pages}
{113017} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Nielsen}\ and\ \citenamefont
{Chuang}(2010)}]{nielsen_chuang_2010}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Michael~A.}\
\bibnamefont {Nielsen}}\ and\ \bibinfo {author} {\bibfnamefont {Isaac~L.}\
\bibnamefont {Chuang}},\ }\href {\doibase 10.1017/CBO9780511976667} {\emph
{\bibinfo {title} {Quantum Computation and Quantum Information: 10th
Anniversary Edition}}}\ (\bibinfo {publisher} {Cambridge University Press},\
\bibinfo {year} {2010})\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Häffner}\ \emph {et~al.}(2005)\citenamefont
{Häffner}, \citenamefont {Hänsel}, \citenamefont {Roos}, \citenamefont
{Benhelm}, \citenamefont {Chek-al kar}, \citenamefont {Chwalla},
\citenamefont {Körber}, \citenamefont {Rapol}, \citenamefont {Riebe},
\citenamefont {Schmidt}, \citenamefont {Becher}, \citenamefont {Gühne},
\citenamefont {Dür},\ and\ \citenamefont {Blatt}}]{haffner_scalable_2005}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {H.}~\bibnamefont
{Häffner}}, \bibinfo {author} {\bibfnamefont {W.}~\bibnamefont {Hänsel}},
\bibinfo {author} {\bibfnamefont {C.~F.}\ \bibnamefont {Roos}}, \bibinfo
{author} {\bibfnamefont {J.}~\bibnamefont {Benhelm}}, \bibinfo {author}
{\bibfnamefont {D.}~\bibnamefont {Chek-al kar}}, \bibinfo {author}
{\bibfnamefont {M.}~\bibnamefont {Chwalla}}, \bibinfo {author} {\bibfnamefont
{T.}~\bibnamefont {Körber}}, \bibinfo {author} {\bibfnamefont {U.~D.}\
\bibnamefont {Rapol}}, \bibinfo {author} {\bibfnamefont {M.}~\bibnamefont
{Riebe}}, \bibinfo {author} {\bibfnamefont {P.~O.}\ \bibnamefont {Schmidt}},
\bibinfo {author} {\bibfnamefont {C.}~\bibnamefont {Becher}}, \bibinfo
{author} {\bibfnamefont {O.}~\bibnamefont {Gühne}}, \bibinfo {author}
{\bibfnamefont {W.}~\bibnamefont {Dür}}, \ and\ \bibinfo {author}
{\bibfnamefont {R.}~\bibnamefont {Blatt}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Scalable multiparticle entanglement of trapped ions},}\
}\href {\doibase 10.1038/nature04279} {\bibfield {journal} {\bibinfo
{journal} {Nature}\ }\textbf {\bibinfo {volume} {438}},\ \bibinfo {pages}
{643--646} (\bibinfo {year} {2005})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Gross}\ \emph {et~al.}(2010)\citenamefont {Gross},
\citenamefont {Liu}, \citenamefont {Flammia}, \citenamefont {Becker},\ and\
\citenamefont {Eisert}}]{PhysRevLett.105.150401}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
{Gross}}, \bibinfo {author} {\bibfnamefont {Yi-Kai}\ \bibnamefont {Liu}},
\bibinfo {author} {\bibfnamefont {Steven~T.}\ \bibnamefont {Flammia}},
\bibinfo {author} {\bibfnamefont {Stephen}\ \bibnamefont {Becker}}, \ and\
\bibinfo {author} {\bibfnamefont {Jens}\ \bibnamefont {Eisert}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Quantum state tomography via compressed
sensing},}\ }\href {\doibase 10.1103/PhysRevLett.105.150401} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo
{volume} {105}},\ \bibinfo {pages} {150401} (\bibinfo {year}
{2010})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Flammia}\ \emph {et~al.}(2012)\citenamefont
{Flammia}, \citenamefont {Gross}, \citenamefont {Liu},\ and\ \citenamefont
{Eisert}}]{Flammia_2012}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Steven~T}\
\bibnamefont {Flammia}}, \bibinfo {author} {\bibfnamefont {David}\
\bibnamefont {Gross}}, \bibinfo {author} {\bibfnamefont {Yi-Kai}\
\bibnamefont {Liu}}, \ and\ \bibinfo {author} {\bibfnamefont {Jens}\
\bibnamefont {Eisert}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Quantum tomography via compressed sensing: error bounds, sample complexity
and efficient estimators},}\ }\href {\doibase 10.1088/1367-2630/14/9/095022}
{\bibfield {journal} {\bibinfo {journal} {New Journal of Physics}\ }\textbf
{\bibinfo {volume} {14}},\ \bibinfo {pages} {095022} (\bibinfo {year}
{2012})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Shabani}\ \emph {et~al.}(2011)\citenamefont
{Shabani}, \citenamefont {Kosut}, \citenamefont {Mohseni}, \citenamefont
{Rabitz}, \citenamefont {Broome}, \citenamefont {Almeida}, \citenamefont
{Fedrizzi},\ and\ \citenamefont {White}}]{PhysRevLett.106.100401}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {A.}~\bibnamefont
{Shabani}}, \bibinfo {author} {\bibfnamefont {R.~L.}\ \bibnamefont {Kosut}},
\bibinfo {author} {\bibfnamefont {M.}~\bibnamefont {Mohseni}}, \bibinfo
{author} {\bibfnamefont {H.}~\bibnamefont {Rabitz}}, \bibinfo {author}
{\bibfnamefont {M.~A.}\ \bibnamefont {Broome}}, \bibinfo {author}
{\bibfnamefont {M.~P.}\ \bibnamefont {Almeida}}, \bibinfo {author}
{\bibfnamefont {A.}~\bibnamefont {Fedrizzi}}, \ and\ \bibinfo {author}
{\bibfnamefont {A.~G.}\ \bibnamefont {White}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Efficient measurement of quantum dynamics via compressive
sensing},}\ }\href {\doibase 10.1103/PhysRevLett.106.100401} {\bibfield
{journal} {\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo
{volume} {106}},\ \bibinfo {pages} {100401} (\bibinfo {year}
{2011})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Riofrío}\ \emph {et~al.}(2017)\citenamefont
{Riofrío}, \citenamefont {Gross}, \citenamefont {Flammia}, \citenamefont
{Monz}, \citenamefont {Nigg}, \citenamefont {Blatt},\ and\ \citenamefont
{Eisert}}]{riofrio_experimental_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {C.~A.}\ \bibnamefont
{Riofrío}}, \bibinfo {author} {\bibfnamefont {D.}~\bibnamefont {Gross}},
\bibinfo {author} {\bibfnamefont {S.~T.}\ \bibnamefont {Flammia}}, \bibinfo
{author} {\bibfnamefont {T.}~\bibnamefont {Monz}}, \bibinfo {author}
{\bibfnamefont {D.}~\bibnamefont {Nigg}}, \bibinfo {author} {\bibfnamefont
{R.}~\bibnamefont {Blatt}}, \ and\ \bibinfo {author} {\bibfnamefont
{J.}~\bibnamefont {Eisert}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Experimental quantum compressed sensing for a seven-qubit system},}\ }\href
{\doibase 10.1038/ncomms15305} {\bibfield {journal} {\bibinfo {journal}
{Nature Communications}\ }\textbf {\bibinfo {volume} {8}},\ \bibinfo {pages}
{15305} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {T\'oth}\ \emph {et~al.}(2010)\citenamefont {T\'oth},
\citenamefont {Wieczorek}, \citenamefont {Gross}, \citenamefont {Krischek},
\citenamefont {Schwemmer},\ and\ \citenamefont
{Weinfurter}}]{PhysRevLett.105.250403}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {G.}~\bibnamefont
{T\'oth}}, \bibinfo {author} {\bibfnamefont {W.}~\bibnamefont {Wieczorek}},
\bibinfo {author} {\bibfnamefont {D.}~\bibnamefont {Gross}}, \bibinfo
{author} {\bibfnamefont {R.}~\bibnamefont {Krischek}}, \bibinfo {author}
{\bibfnamefont {C.}~\bibnamefont {Schwemmer}}, \ and\ \bibinfo {author}
{\bibfnamefont {H.}~\bibnamefont {Weinfurter}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Permutationally invariant quantum tomography},}\
}\href {\doibase 10.1103/PhysRevLett.105.250403} {\bibfield {journal}
{\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {105}},\
\bibinfo {pages} {250403} (\bibinfo {year} {2010})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Moroder}\ \emph {et~al.}(2012)\citenamefont
{Moroder}, \citenamefont {Hyllus}, \citenamefont {T{\'{o}}th}, \citenamefont
{Schwemmer}, \citenamefont {Niggebaum}, \citenamefont {Gaile}, \citenamefont
{Gühne},\ and\ \citenamefont {Weinfurter}}]{Moroder_2012}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Tobias}\ \bibnamefont
{Moroder}}, \bibinfo {author} {\bibfnamefont {Philipp}\ \bibnamefont
{Hyllus}}, \bibinfo {author} {\bibfnamefont {G{\'{e}}za}\ \bibnamefont
{T{\'{o}}th}}, \bibinfo {author} {\bibfnamefont {Christian}\ \bibnamefont
{Schwemmer}}, \bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont
{Niggebaum}}, \bibinfo {author} {\bibfnamefont {Stefanie}\ \bibnamefont
{Gaile}}, \bibinfo {author} {\bibfnamefont {Otfried}\ \bibnamefont {Gühne}},
\ and\ \bibinfo {author} {\bibfnamefont {Harald}\ \bibnamefont
{Weinfurter}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Permutationally invariant state reconstruction},}\ }\href {\doibase
10.1088/1367-2630/14/10/105001} {\bibfield {journal} {\bibinfo {journal}
{New Journal of Physics}\ }\textbf {\bibinfo {volume} {14}},\ \bibinfo
{pages} {105001} (\bibinfo {year} {2012})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Cramer}\ \emph {et~al.}(2009)\citenamefont {Cramer},
\citenamefont {Plenio}, \citenamefont {Flammia}, \citenamefont {Somma},
\citenamefont {Gross}, \citenamefont {Bartlett}, \citenamefont
{Landon-Cardinal}, \citenamefont {Poulin},\ and\ \citenamefont
{Liu}}]{cramer2009efficient}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {M}~\bibnamefont
{Cramer}}, \bibinfo {author} {\bibfnamefont {MB}~\bibnamefont {Plenio}},
\bibinfo {author} {\bibfnamefont {ST}~\bibnamefont {Flammia}}, \bibinfo
{author} {\bibfnamefont {R}~\bibnamefont {Somma}}, \bibinfo {author}
{\bibfnamefont {D}~\bibnamefont {Gross}}, \bibinfo {author} {\bibfnamefont
{SD}~\bibnamefont {Bartlett}}, \bibinfo {author} {\bibfnamefont
{O}~\bibnamefont {Landon-Cardinal}}, \bibinfo {author} {\bibfnamefont
{D}~\bibnamefont {Poulin}}, \ and\ \bibinfo {author} {\bibfnamefont
{YK}~\bibnamefont {Liu}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Efficient quantum state tomography.}}\ }\href
{http://www.nature.com/articles/ncomms1147} {\bibfield {journal} {\bibinfo
{journal} {Nature communications}\ }\textbf {\bibinfo {volume} {1}},\
\bibinfo {pages} {149} (\bibinfo {year} {2009})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Baumgratz}\ \emph {et~al.}(2013)\citenamefont
{Baumgratz}, \citenamefont {Gross}, \citenamefont {Cramer},\ and\
\citenamefont {Plenio}}]{MPOtomo}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {T.}~\bibnamefont
{Baumgratz}}, \bibinfo {author} {\bibfnamefont {D.}~\bibnamefont {Gross}},
\bibinfo {author} {\bibfnamefont {M.}~\bibnamefont {Cramer}}, \ and\ \bibinfo
{author} {\bibfnamefont {M.~B.}\ \bibnamefont {Plenio}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {Scalable reconstruction of density matrices},}\
}\href {\doibase 10.1103/PhysRevLett.111.020401} {\bibfield {journal}
{\bibinfo {journal} {Phys. Rev. Lett.}\ }\textbf {\bibinfo {volume} {111}},\
\bibinfo {pages} {020401} (\bibinfo {year} {2013})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Lanyon}\ \emph {et~al.}(2017)\citenamefont {Lanyon},
\citenamefont {Maier}, \citenamefont {Holz{\"{a}}pfel}, \citenamefont
{Baumgratz}, \citenamefont {Hempel}, \citenamefont {Jurcevic}, \citenamefont
{Dhand}, \citenamefont {Buyskikh}, \citenamefont {Daley}, \citenamefont
{Cramer}, \citenamefont {Plenio}, \citenamefont {Blatt},\ and\ \citenamefont
{Roos}}]{Lanyon2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {B.~P.}\ \bibnamefont
{Lanyon}}, \bibinfo {author} {\bibfnamefont {C.}~\bibnamefont {Maier}},
\bibinfo {author} {\bibfnamefont {M.}~\bibnamefont {Holz{\"{a}}pfel}},
\bibinfo {author} {\bibfnamefont {T.}~\bibnamefont {Baumgratz}}, \bibinfo
{author} {\bibfnamefont {C.}~\bibnamefont {Hempel}}, \bibinfo {author}
{\bibfnamefont {P.}~\bibnamefont {Jurcevic}}, \bibinfo {author}
{\bibfnamefont {I.}~\bibnamefont {Dhand}}, \bibinfo {author} {\bibfnamefont
{A.~S.}\ \bibnamefont {Buyskikh}}, \bibinfo {author} {\bibfnamefont {A.~J.}\
\bibnamefont {Daley}}, \bibinfo {author} {\bibfnamefont {M.}~\bibnamefont
{Cramer}}, \bibinfo {author} {\bibfnamefont {M.~B.}\ \bibnamefont {Plenio}},
\bibinfo {author} {\bibfnamefont {R.}~\bibnamefont {Blatt}}, \ and\ \bibinfo
{author} {\bibfnamefont {C.~F.}\ \bibnamefont {Roos}},\ }\bibfield {title}
{\enquote {\bibinfo {title} {{Efficient tomography of a quantum many-body
system}},}\ }\href {\doibase 10.1038/nphys4244} {\bibfield {journal}
{\bibinfo {journal} {Nature Physics}\ }\textbf {\bibinfo {volume} {13}},\
\bibinfo {pages} {1158--1162} (\bibinfo {year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Wang}\ \emph {et~al.}(2020)\citenamefont {Wang},
\citenamefont {Han}, \citenamefont {Wang}, \citenamefont {Li}, \citenamefont
{Mu}, \citenamefont {Fan},\ and\ \citenamefont {Wang}}]{LeiWang2020}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Jun}\ \bibnamefont
{Wang}}, \bibinfo {author} {\bibfnamefont {Zhao-Yu}\ \bibnamefont {Han}},
\bibinfo {author} {\bibfnamefont {Song-Bo}\ \bibnamefont {Wang}}, \bibinfo
{author} {\bibfnamefont {Zeyang}\ \bibnamefont {Li}}, \bibinfo {author}
{\bibfnamefont {Liang-Zhu}\ \bibnamefont {Mu}}, \bibinfo {author}
{\bibfnamefont {Heng}\ \bibnamefont {Fan}}, \ and\ \bibinfo {author}
{\bibfnamefont {Lei}\ \bibnamefont {Wang}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {Scalable quantum tomography with fidelity estimation},}\
}\href {\doibase 10.1103/PhysRevA.101.032321} {\bibfield {journal} {\bibinfo
{journal} {Phys. Rev. A}\ }\textbf {\bibinfo {volume} {101}},\ \bibinfo
{pages} {032321} (\bibinfo {year} {2020})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Ackley}\ \emph {et~al.}(1985)\citenamefont {Ackley},
\citenamefont {Hinton},\ and\ \citenamefont {Sejnowski}}]{Ackley85}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {David~H.}\
\bibnamefont {Ackley}}, \bibinfo {author} {\bibfnamefont {Geoffrey~E.}\
\bibnamefont {Hinton}}, \ and\ \bibinfo {author} {\bibfnamefont
{Terrence~J.}\ \bibnamefont {Sejnowski}},\ }\bibfield {title} {\enquote
{\bibinfo {title} {A learning algorithm for boltzmann machines},}\ }\href
{\doibase https://doi.org/10.1016/S0364-0213(85)80012-4} {\bibfield
{journal} {\bibinfo {journal} {Cognitive Science}\ }\textbf {\bibinfo
{volume} {9}},\ \bibinfo {pages} {147 -- 169} (\bibinfo {year}
{1985})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Smolensky}(1986)}]{Smolensky1986}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {P.}~\bibnamefont
{Smolensky}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Parallel
distributed processing: Explorations in the microstructure of cognition, vol.
1},}\ }in\ \href {http://dl.acm.org/citation.cfm?id=104279.104290} {\emph
{\bibinfo {booktitle} {Parallel Distributed Processing}}},\ \bibinfo {editor}
{edited by\ \bibinfo {editor} {\bibfnamefont {David~E.}\ \bibnamefont
{Rumelhart}}, \bibinfo {editor} {\bibfnamefont {James~L.}\ \bibnamefont
{McClelland}}, \ and\ \bibinfo {editor} {\bibfnamefont {CORPORATE}\
\bibnamefont {PDP Research~Group}}}\ (\bibinfo {publisher} {MIT Press},\
\bibinfo {address} {Cambridge, MA, USA},\ \bibinfo {year} {1986})\ Chap.\
\bibinfo {chapter} {Information Processing in Dynamical Systems: Foundations
of Harmony Theory}, pp.\ \bibinfo {pages} {194--281}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Little}(1974)}]{Little74}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {W.A.}\ \bibnamefont
{Little}},\ }\bibfield {title} {\enquote {\bibinfo {title} {The existence of
persistent states in the brain},}\ }\href {\doibase
https://doi.org/10.1016/0025-5564(74)90031-5} {\bibfield {journal} {\bibinfo
{journal} {Mathematical Biosciences}\ }\textbf {\bibinfo {volume} {19}},\
\bibinfo {pages} {101 -- 120} (\bibinfo {year} {1974})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Little}\ and\ \citenamefont {Shaw}(1978)}]{Little78}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {W.A.}\ \bibnamefont
{Little}}\ and\ \bibinfo {author} {\bibfnamefont {Gordon~L.}\ \bibnamefont
{Shaw}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Analytic study of
the memory storage capacity of a neural network},}\ }\href {\doibase
https://doi.org/10.1016/0025-5564(78)90058-5} {\bibfield {journal} {\bibinfo
{journal} {Mathematical Biosciences}\ }\textbf {\bibinfo {volume} {39}},\
\bibinfo {pages} {281 -- 290} (\bibinfo {year} {1978})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hopfield}(1982)}]{Hopfield82}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {J~J}\ \bibnamefont
{Hopfield}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Neural
networks and physical systems with emergent collective computational
abilities},}\ }\href {\doibase 10.1073/pnas.79.8.2554} {\bibfield {journal}
{\bibinfo {journal} {Proceedings of the National Academy of Sciences}\
}\textbf {\bibinfo {volume} {79}},\ \bibinfo {pages} {2554--2558} (\bibinfo
{year} {1982})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Le~Roux}\ and\ \citenamefont
{Bengio}(2008)}]{LeRoux2008}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Nicolas}\ \bibnamefont
{Le~Roux}}\ and\ \bibinfo {author} {\bibfnamefont {Yoshua}\ \bibnamefont
{Bengio}},\ }\bibfield {title} {\enquote {\bibinfo {title} {Representational
power of restricted boltzmann machines and deep belief networks},}\ }\href
{\doibase 10.1162/neco.2008.04-07-510} {\bibfield {journal} {\bibinfo
{journal} {Neural Computation}\ }\textbf {\bibinfo {volume} {20}},\ \bibinfo
{pages} {1631--1649} (\bibinfo {year} {2008})},\ \Eprint
{http://arxiv.org/abs/https://doi.org/10.1162/neco.2008.04-07-510}
{https://doi.org/10.1162/neco.2008.04-07-510} \BibitemShut {NoStop}%
\bibitem [{\citenamefont {Kullback}\ and\ \citenamefont
{Leibler}(1951)}]{Kullback:1951aa}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {S.}~\bibnamefont
{Kullback}}\ and\ \bibinfo {author} {\bibfnamefont {R.~A.}\ \bibnamefont
{Leibler}},\ }\bibfield {title} {\enquote {\bibinfo {title} {On information
and sufficiency},}\ }\href {\doibase 10.1214/aoms/1177729694} {\bibfield
{journal} {\bibinfo {journal} {Ann. Math. Statist.}\ }\textbf {\bibinfo
{volume} {22}},\ \bibinfo {pages} {79--86} (\bibinfo {year}
{1951})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Bravyi}}\ \emph {et~al.}(2006)\citenamefont
{{Bravyi}}, \citenamefont {{DiVincenzo}}, \citenamefont {{Oliveira}},\ and\
\citenamefont {{Terhal}}}]{Bravyi2006}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Sergey}\ \bibnamefont
{{Bravyi}}}, \bibinfo {author} {\bibfnamefont {David~P.}\ \bibnamefont
{{DiVincenzo}}}, \bibinfo {author} {\bibfnamefont {Roberto~I.}\ \bibnamefont
{{Oliveira}}}, \ and\ \bibinfo {author} {\bibfnamefont {Barbara~M.}\
\bibnamefont {{Terhal}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{The Complexity of Stoquastic Local Hamiltonian Problems}},}\ }\href@noop {}
{\bibfield {journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo
{eid} {quant-ph/0606140}} (\bibinfo {year} {2006})},\ \Eprint
{http://arxiv.org/abs/quant-ph/0606140} {arXiv:quant-ph/0606140 [quant-ph]}
\BibitemShut {NoStop}%
\bibitem [{\citenamefont {{Carleo}}\ \emph {et~al.}(2019)\citenamefont
{{Carleo}}, \citenamefont {{Choo}}, \citenamefont {{Hofmann}}, \citenamefont
{{Smith}}, \citenamefont {{Westerhout}}, \citenamefont {{Alet}},
\citenamefont {{Davis}}, \citenamefont {{Efthymiou}}, \citenamefont
{{Glasser}}, \citenamefont {{Lin}}, \citenamefont {{Mauri}}, \citenamefont
{{Mazzola}}, \citenamefont {{Mendl}}, \citenamefont {{van Nieuwenburg}},
\citenamefont {{O'Reilly}}, \citenamefont {{Th{\'e}veniaut}}, \citenamefont
{{Torlai}},\ and\ \citenamefont {{Wietek}}}]{netket}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Giuseppe}\
\bibnamefont {{Carleo}}}, \bibinfo {author} {\bibfnamefont {Kenny}\
\bibnamefont {{Choo}}}, \bibinfo {author} {\bibfnamefont {Damian}\
\bibnamefont {{Hofmann}}}, \bibinfo {author} {\bibfnamefont {James E.~T.}\
\bibnamefont {{Smith}}}, \bibinfo {author} {\bibfnamefont {Tom}\ \bibnamefont
{{Westerhout}}}, \bibinfo {author} {\bibfnamefont {Fabien}\ \bibnamefont
{{Alet}}}, \bibinfo {author} {\bibfnamefont {Emily~J.}\ \bibnamefont
{{Davis}}}, \bibinfo {author} {\bibfnamefont {Stavros}\ \bibnamefont
{{Efthymiou}}}, \bibinfo {author} {\bibfnamefont {Ivan}\ \bibnamefont
{{Glasser}}}, \bibinfo {author} {\bibfnamefont {Sheng-Hsuan}\ \bibnamefont
{{Lin}}}, \bibinfo {author} {\bibfnamefont {Marta}\ \bibnamefont {{Mauri}}},
\bibinfo {author} {\bibfnamefont {Guglielmo}\ \bibnamefont {{Mazzola}}},
\bibinfo {author} {\bibfnamefont {Christian~B.}\ \bibnamefont {{Mendl}}},
\bibinfo {author} {\bibfnamefont {Evert}\ \bibnamefont {{van Nieuwenburg}}},
\bibinfo {author} {\bibfnamefont {Ossian}\ \bibnamefont {{O'Reilly}}},
\bibinfo {author} {\bibfnamefont {Hugo}\ \bibnamefont {{Th{\'e}veniaut}}},
\bibinfo {author} {\bibfnamefont {Giacomo}\ \bibnamefont {{Torlai}}}, \ and\
\bibinfo {author} {\bibfnamefont {Alexander}\ \bibnamefont {{Wietek}}},\
}\bibfield {title} {\enquote {\bibinfo {title} {{NetKet: A Machine Learning
Toolkit for Many-Body Quantum Systems}},}\ }\href@noop {} {\bibfield
{journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo {eid}
{arXiv:1904.00031}} (\bibinfo {year} {2019})},\ \Eprint
{http://arxiv.org/abs/1904.00031} {arXiv:1904.00031 [quant-ph]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {{Zeiler}}(2012)}]{2012arXiv1212.5701Z}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Matthew~D.}\
\bibnamefont {{Zeiler}}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{{ADADELTA: An Adaptive Learning Rate Method}},}\ }\href@noop {} {\bibfield
{journal} {\bibinfo {journal} {arXiv e-prints}\ ,\ \bibinfo {eid}
{arXiv:1212.5701}} (\bibinfo {year} {2012})},\ \Eprint
{http://arxiv.org/abs/1212.5701} {arXiv:1212.5701 [cs.LG]} \BibitemShut
{NoStop}%
\bibitem [{\citenamefont {Kandala}\ \emph {et~al.}(2017)\citenamefont
{Kandala}, \citenamefont {Mezzacapo}, \citenamefont {Temme}, \citenamefont
{Takita}, \citenamefont {Brink}, \citenamefont {Chow},\ and\ \citenamefont
{Gambetta}}]{kandala_hardware-efficient_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Abhinav}\ \bibnamefont
{Kandala}}, \bibinfo {author} {\bibfnamefont {Antonio}\ \bibnamefont
{Mezzacapo}}, \bibinfo {author} {\bibfnamefont {Kristan}\ \bibnamefont
{Temme}}, \bibinfo {author} {\bibfnamefont {Maika}\ \bibnamefont {Takita}},
\bibinfo {author} {\bibfnamefont {Markus}\ \bibnamefont {Brink}}, \bibinfo
{author} {\bibfnamefont {Jerry~M.}\ \bibnamefont {Chow}}, \ and\ \bibinfo
{author} {\bibfnamefont {Jay~M.}\ \bibnamefont {Gambetta}},\ }\bibfield
{title} {\enquote {\bibinfo {title} {Hardware-efficient variational quantum
eigensolver for small molecules and quantum magnets},}\ }\href {\doibase
10.1038/nature23879} {\bibfield {journal} {\bibinfo {journal} {Nature}\
}\textbf {\bibinfo {volume} {549}},\ \bibinfo {pages} {242--246} (\bibinfo
{year} {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Becca}\ and\ \citenamefont
{Sorella}(2017)}]{becca_sorella_2017}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Federico}\
\bibnamefont {Becca}}\ and\ \bibinfo {author} {\bibfnamefont {Sandro}\
\bibnamefont {Sorella}},\ }\href {\doibase 10.1017/9781316417041} {\emph
{\bibinfo {title} {Quantum Monte Carlo Approaches for Correlated Systems}}}\
(\bibinfo {publisher} {Cambridge University Press},\ \bibinfo {year}
{2017})\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Cho}\ \emph {et~al.}(2014)\citenamefont {Cho},
\citenamefont {van Merri{\"e}nboer}, \citenamefont {Gulcehre}, \citenamefont
{Bahdanau}, \citenamefont {Bougares}, \citenamefont {Schwenk},\ and\
\citenamefont {Bengio}}]{cho-etal-2014-learning}%
\BibitemOpen
\bibfield {author} {\bibinfo {author} {\bibfnamefont {Kyunghyun}\
\bibnamefont {Cho}}, \bibinfo {author} {\bibfnamefont {Bart}\ \bibnamefont
{van Merri{\"e}nboer}}, \bibinfo {author} {\bibfnamefont {Caglar}\
\bibnamefont {Gulcehre}}, \bibinfo {author} {\bibfnamefont {Dzmitry}\
\bibnamefont {Bahdanau}}, \bibinfo {author} {\bibfnamefont {Fethi}\
\bibnamefont {Bougares}}, \bibinfo {author} {\bibfnamefont {Holger}\
\bibnamefont {Schwenk}}, \ and\ \bibinfo {author} {\bibfnamefont {Yoshua}\
\bibnamefont {Bengio}},\ }\bibfield {title} {\enquote {\bibinfo {title}
{Learning phrase representations using {RNN} encoder{--}decoder for
statistical machine translation},}\ }in\ \href {\doibase 10.3115/v1/D14-1179}
{\emph {\bibinfo {booktitle} {Proceedings of the 2014 Conference on Empirical
Methods in Natural Language Processing ({EMNLP})}}}\ (\bibinfo {publisher}
{Association for Computational Linguistics},\ \bibinfo {address} {Doha,
Qatar},\ \bibinfo {year} {2014})\ pp.\ \bibinfo {pages}
{1724--1734}\BibitemShut {NoStop}%
\end{thebibliography}%