{"id":"https://openalex.org/W2994906999","doi":"https://doi.org/10.22331/q-2022-01-20-627","title":"Real time evolution with neural-network quantum states","display_name":"Real time evolution with neural-network quantum states","publication_year":2022,"publication_date":"2022-01-20","ids":{"openalex":"https://openalex.org/W2994906999","doi":"https://doi.org/10.22331/q-2022-01-20-627","mag":"2994906999"},"language":"en","primary_location":{"id":"doi:10.22331/q-2022-01-20-627","is_oa":true,"landing_page_url":"https://doi.org/10.22331/q-2022-01-20-627","pdf_url":"https://quantum-journal.org/papers/q-2022-01-20-627/pdf/","source":{"id":"https://openalex.org/S4210226432","display_name":"Quantum","issn_l":"2521-327X","issn":["2521-327X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317900","host_organization_name":"Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften","host_organization_lineage":["https://openalex.org/P4310317900"],"host_organization_lineage_names":["Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://quantum-journal.org/papers/q-2022-01-20-627/pdf/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037407721","display_name":"Irene L\u00f3pez Guti\u00e9rrez","orcid":"https://orcid.org/0000-0003-1332-9473"},"institutions":[{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]},{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Irene L\u00f3pez Guti\u00e9rrez","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Institute of Scientific Computing, Zellescher Weg 12-14, 01069 Dresden, Germany","Technische Universit\u00e4t M\u00fcnchen, Department of Informatics and Institute for Advanced Study, Boltzmannstra\u00dfe 3, 85748 Garching, Germany","Technical University of Munich"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Institute of Scientific Computing, Zellescher Weg 12-14, 01069 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Department of Informatics and Institute for Advanced Study, Boltzmannstra\u00dfe 3, 85748 Garching, Germany","institution_ids":["https://openalex.org/I62916508","https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046016921","display_name":"Christian B. Mendl","orcid":"https://orcid.org/0000-0002-6386-0230"},"institutions":[{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]},{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian B. Mendl","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Institute of Scientific Computing, Zellescher Weg 12-14, 01069 Dresden, Germany","Technische Universit\u00e4t M\u00fcnchen, Department of Informatics and Institute for Advanced Study, Boltzmannstra\u00dfe 3, 85748 Garching, Germany","Technical University of Munich"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Institute of Scientific Computing, Zellescher Weg 12-14, 01069 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]},{"raw_affiliation_string":"Technische Universit\u00e4t M\u00fcnchen, Department of Informatics and Institute for Advanced Study, Boltzmannstra\u00dfe 3, 85748 Garching, Germany","institution_ids":["https://openalex.org/I62916508","https://openalex.org/I4210137766"]},{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5037407721"],"corresponding_institution_ids":["https://openalex.org/I4210137766","https://openalex.org/I62916508","https://openalex.org/I78650965"],"apc_list":{"value":200,"currency":"EUR","value_usd":215},"apc_paid":{"value":200,"currency":"EUR","value_usd":215},"fwci":0.7608,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.67809849,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"627","last_page":"627"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11804","display_name":"Quantum many-body systems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11804","display_name":"Quantum many-body systems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12261","display_name":"Statistical Mechanics and Entropy","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/symplectic-geometry","display_name":"Symplectic geometry","score":0.6742000579833984},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6578033566474915},{"id":"https://openalex.org/keywords/ising-model","display_name":"Ising model","score":0.5555105805397034},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5440794825553894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5063251256942749},{"id":"https://openalex.org/keywords/stochastic-neural-network","display_name":"Stochastic neural network","score":0.48630794882774353},{"id":"https://openalex.org/keywords/hamiltonian","display_name":"Hamiltonian (control theory)","score":0.43306970596313477},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.3309784531593323},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.32429182529449463},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2989540994167328},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.23090365529060364},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.22237160801887512},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.17655551433563232},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.15606608986854553},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.15440699458122253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12326157093048096}],"concepts":[{"id":"https://openalex.org/C168619227","wikidata":"https://www.wikidata.org/wiki/Q2190991","display_name":"Symplectic geometry","level":2,"score":0.6742000579833984},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6578033566474915},{"id":"https://openalex.org/C51329190","wikidata":"https://www.wikidata.org/wiki/Q1076349","display_name":"Ising model","level":2,"score":0.5555105805397034},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5440794825553894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5063251256942749},{"id":"https://openalex.org/C86582703","wikidata":"https://www.wikidata.org/wiki/Q7617824","display_name":"Stochastic neural network","level":4,"score":0.48630794882774353},{"id":"https://openalex.org/C130787639","wikidata":"https://www.wikidata.org/wiki/Q5645293","display_name":"Hamiltonian (control theory)","level":2,"score":0.43306970596313477},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.3309784531593323},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.32429182529449463},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2989540994167328},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.23090365529060364},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.22237160801887512},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.17655551433563232},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.15606608986854553},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.15440699458122253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12326157093048096},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.22331/q-2022-01-20-627","is_oa":true,"landing_page_url":"https://doi.org/10.22331/q-2022-01-20-627","pdf_url":"https://quantum-journal.org/papers/q-2022-01-20-627/pdf/","source":{"id":"https://openalex.org/S4210226432","display_name":"Quantum","issn_l":"2521-327X","issn":["2521-327X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317900","host_organization_name":"Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften","host_organization_lineage":["https://openalex.org/P4310317900"],"host_organization_lineage_names":["Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1912.08831","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.08831","pdf_url":"https://arxiv.org/pdf/1912.08831","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:2994906999","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1912.08831","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:doaj.org/article:96015ed03acd42ffa216436cb166708b","is_oa":true,"landing_page_url":"https://doaj.org/article/96015ed03acd42ffa216436cb166708b","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Quantum, Vol 6, p 627 (2022)","raw_type":"article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1735822","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1735822","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"doi:10.48550/arxiv.1912.08831","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1912.08831","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"},{"id":"mag:3154814461","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1609910","pdf_url":null,"source":{"id":"https://openalex.org/S2764664775","display_name":"Bulletin of the American Physical Society","issn_l":"0003-0503","issn":["0003-0503"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"Bulletin of the American Physical Society","raw_type":null}],"best_oa_location":{"id":"doi:10.22331/q-2022-01-20-627","is_oa":true,"landing_page_url":"https://doi.org/10.22331/q-2022-01-20-627","pdf_url":"https://quantum-journal.org/papers/q-2022-01-20-627/pdf/","source":{"id":"https://openalex.org/S4210226432","display_name":"Quantum","issn_l":"2521-327X","issn":["2521-327X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317900","host_organization_name":"Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften","host_organization_lineage":["https://openalex.org/P4310317900"],"host_organization_lineage_names":["Verein zur F\u00f6rderung des Open Access Publizierens in den Quantenwissenschaften"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331500","display_name":"Munich Center for Quantum Science and Technology","ror":"https://ror.org/04xrcta15"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2994906999.pdf","grobid_xml":"https://content.openalex.org/works/W2994906999.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1486449984","https://openalex.org/W1522301498","https://openalex.org/W1544770838","https://openalex.org/W1566049037","https://openalex.org/W1977493031","https://openalex.org/W2004203093","https://openalex.org/W2006332155","https://openalex.org/W2021712328","https://openalex.org/W2038502903","https://openalex.org/W2043613796","https://openalex.org/W2047515252","https://openalex.org/W2049530405","https://openalex.org/W2053987271","https://openalex.org/W2069285834","https://openalex.org/W2122816100","https://openalex.org/W2149298154","https://openalex.org/W2154815292","https://openalex.org/W2166122743","https://openalex.org/W2188921815","https://openalex.org/W2419175238","https://openalex.org/W2486166576","https://openalex.org/W2580506952","https://openalex.org/W2582157661","https://openalex.org/W2739440074","https://openalex.org/W2755695124","https://openalex.org/W2762549329","https://openalex.org/W2763850513","https://openalex.org/W2765499180","https://openalex.org/W2789327225","https://openalex.org/W2912516940","https://openalex.org/W2914529849","https://openalex.org/W2942231644","https://openalex.org/W2954332695","https://openalex.org/W2962913459","https://openalex.org/W2964121744","https://openalex.org/W2995786632","https://openalex.org/W3099013266","https://openalex.org/W3101916665","https://openalex.org/W3103713775","https://openalex.org/W3106447034","https://openalex.org/W3118059217","https://openalex.org/W4230053572","https://openalex.org/W6738884980"],"related_works":["https://openalex.org/W3154814461","https://openalex.org/W2995786632","https://openalex.org/W2419175238","https://openalex.org/W3048705243","https://openalex.org/W3123713706","https://openalex.org/W3015314969","https://openalex.org/W3098290058","https://openalex.org/W3005440713","https://openalex.org/W3156528763","https://openalex.org/W3049160642","https://openalex.org/W2890371450","https://openalex.org/W3157263083","https://openalex.org/W3180437594","https://openalex.org/W3135617554","https://openalex.org/W3125848651","https://openalex.org/W3099122943","https://openalex.org/W3011307149","https://openalex.org/W3135360678","https://openalex.org/W2092887687","https://openalex.org/W3103863530"],"abstract_inverted_index":{"A":[0],"promising":[1],"application":[2],"of":[3,13,38,96],"neural-network":[4,23],"quantum":[5,15,24],"states":[6,25],"is":[7],"to":[8,26,55,60,75],"describe":[9],"the":[10,28,35,61,76,94],"time":[11],"dynamics":[12],"many-body":[14],"systems.":[16],"To":[17],"realize":[18],"this":[19,53],"idea,":[20],"we":[21],"employ":[22],"approximate":[27],"implicit":[29],"midpoint":[30],"rule":[31],"method,":[32],"which":[33],"preserves":[34],"symplectic":[36],"form":[37],"Hamiltonian":[39],"dynamics.":[40],"We":[41],"ensure":[42],"that":[43],"our":[44],"complex-valued":[45],"neural":[46],"networks":[47],"are":[48],"holomorphic":[49],"functions,":[50],"and":[51,68,83],"exploit":[52],"property":[54],"efficiently":[56],"compute":[57],"gradients.":[58],"Application":[59],"transverse-field":[62],"Ising":[63],"model":[64],"on":[65],"a":[66,97],"one-":[67],"two-dimensional":[69],"lattice":[70],"exhibits":[71],"an":[72],"accuracy":[73],"comparable":[74],"stochastic":[77],"configuration":[78],"method":[79],"proposed":[80],"in":[81],"[Carleo":[82],"Troyer,":[84],"Science":[85],"355,":[86],"602-606":[87],"(2017)],":[88],"but":[89],"does":[90],"not":[91],"require":[92],"computing":[93],"(pseudo-)inverse":[95],"matrix.":[98]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":8}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
