{"id":"https://openalex.org/W7164930218","doi":"https://doi.org/10.48550/arxiv.2606.15983","title":"Learning ground state observables from quantum computing experiments","display_name":"Learning ground state observables from quantum computing experiments","publication_year":2026,"publication_date":"2026-06-14","ids":{"openalex":"https://openalex.org/W7164930218","doi":"https://doi.org/10.48550/arxiv.2606.15983"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.15983","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.15983","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.15983","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128155829","display_name":"Ben Jaderberg","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jaderberg, Ben","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009141762","display_name":"Freya Shah","orcid":"https://orcid.org/0009-0004-5861-1944"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shah, Freya","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138697836","display_name":"Minjun Jeon","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jeon, Minjun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112948256","display_name":"M. Emre \u015eahin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sahin, M. Emre","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038587497","display_name":"Christa Zoufal","orcid":"https://orcid.org/0000-0003-4126-3141"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zoufal, Christa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5129687070","display_name":"K Aparna Sharma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sharma, Kunal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11804","display_name":"Quantum many-body systems","score":0.9480999708175659,"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":0.9480999708175659,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.016200000420212746,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.012000000104308128,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/observable","display_name":"Observable","score":0.7770000100135803},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.5889999866485596},{"id":"https://openalex.org/keywords/ground-state","display_name":"Ground state","score":0.5878999829292297},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.5465999841690063},{"id":"https://openalex.org/keywords/hamiltonian","display_name":"Hamiltonian (control theory)","score":0.513700008392334},{"id":"https://openalex.org/keywords/quantum-system","display_name":"Quantum system","score":0.4706999957561493},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.40720000863075256},{"id":"https://openalex.org/keywords/physical-system","display_name":"Physical system","score":0.3763999938964844},{"id":"https://openalex.org/keywords/quantum-computer","display_name":"Quantum computer","score":0.3492000102996826}],"concepts":[{"id":"https://openalex.org/C32848918","wikidata":"https://www.wikidata.org/wiki/Q845789","display_name":"Observable","level":2,"score":0.7770000100135803},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.5889999866485596},{"id":"https://openalex.org/C69523127","wikidata":"https://www.wikidata.org/wiki/Q4480008","display_name":"Ground state","level":2,"score":0.5878999829292297},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.5465999841690063},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.5392000079154968},{"id":"https://openalex.org/C130787639","wikidata":"https://www.wikidata.org/wiki/Q5645293","display_name":"Hamiltonian (control theory)","level":2,"score":0.513700008392334},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.511900007724762},{"id":"https://openalex.org/C2778926657","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum system","level":3,"score":0.4706999957561493},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41510000824928284},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.40720000863075256},{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.3763999938964844},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.3492000102996826},{"id":"https://openalex.org/C151342819","wikidata":"https://www.wikidata.org/wiki/Q62542","display_name":"Phase space","level":2,"score":0.3472000062465668},{"id":"https://openalex.org/C201665358","wikidata":"https://www.wikidata.org/wiki/Q899196","display_name":"Heisenberg model","level":3,"score":0.32589998841285706},{"id":"https://openalex.org/C2779094486","wikidata":"https://www.wikidata.org/wiki/Q18811578","display_name":"Quantum machine learning","level":4,"score":0.30799999833106995},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.30300000309944153},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29260000586509705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29260000586509705},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.28949999809265137},{"id":"https://openalex.org/C15706264","wikidata":"https://www.wikidata.org/wiki/Q230883","display_name":"Quantum state","level":3,"score":0.2865000069141388},{"id":"https://openalex.org/C186468114","wikidata":"https://www.wikidata.org/wiki/Q836478","display_name":"Quantum network","level":4,"score":0.2858000099658966},{"id":"https://openalex.org/C137019171","wikidata":"https://www.wikidata.org/wiki/Q2623817","display_name":"Quantum algorithm","level":3,"score":0.28450000286102295},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C141886431","wikidata":"https://www.wikidata.org/wiki/Q1193821","display_name":"Quantum fluctuation","level":3,"score":0.2816999852657318},{"id":"https://openalex.org/C190474826","wikidata":"https://www.wikidata.org/wiki/Q2495111","display_name":"Open quantum system","level":3,"score":0.26649999618530273},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.2635999917984009},{"id":"https://openalex.org/C44280652","wikidata":"https://www.wikidata.org/wiki/Q104837","display_name":"Phase (matter)","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C33332235","wikidata":"https://www.wikidata.org/wiki/Q18362","display_name":"Theoretical physics","level":1,"score":0.2554999887943268},{"id":"https://openalex.org/C191486275","wikidata":"https://www.wikidata.org/wiki/Q210028","display_name":"Scattering","level":2,"score":0.25279998779296875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.15983","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.15983","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2606.15983","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.15983","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Recent":[0],"theoretical":[1],"progress":[2],"has":[3],"established":[4],"conditions":[5],"under":[6],"which":[7],"machine":[8],"learning":[9,60,145],"models":[10],"can":[11,113],"efficiently":[12],"predict":[13,115],"ground-state":[14],"properties":[15],"of":[16,47,70,87,144,172],"gapped":[17],"local":[18],"Hamiltonians":[19],"when":[20],"trained":[21],"on":[22,52,106],"quantum-generated":[23],"data.":[24],"Previous":[25],"experimental":[26,62],"demonstrations":[27],"in":[28,130],"this":[29,56,107],"paradigm,":[30],"however,":[31],"have":[32],"largely":[33],"been":[34],"limited":[35],"to":[36,44,80],"small":[37],"systems":[38],"or":[39],"highly":[40],"structured":[41],"states,":[42],"due":[43],"the":[45,71,98,126,135,141,170],"difficulty":[46],"preparing":[48],"many-body":[49,153],"ground":[50,68],"states":[51,69],"quantum":[53,63,147,163],"processors.":[54],"In":[55],"work,":[57],"we":[58],"demonstrate":[59,140],"from":[61,66,146],"data":[64,108,148,168],"generated":[65],"approximate":[67],"two-dimensional":[72,152],"Heisenberg":[73],"XXZ":[74],"model":[75],"with":[76],"system":[77,154],"sizes":[78],"up":[79],"115":[81],"qubits.":[82],"We":[83,101],"construct":[84],"a":[85,158],"dataset":[86],"single-site":[88],"expectation":[89],"values,":[90],"two-point":[91],"correlations,":[92],"and":[93,109,129],"12-body":[94],"loop":[95],"correlations":[96],"across":[97],"antiferromagnetic":[99],"phase.":[100],"then":[102],"train":[103],"neural":[104],"networks":[105],"show":[110],"that":[111],"they":[112],"accurately":[114],"spatially":[116],"resolved":[117],"observables":[118],"for":[119,149],"previously":[120],"unseen":[121],"Hamiltonian":[122],"parameters,":[123],"both":[124],"within":[125],"training":[127,167],"distribution":[128],"an":[131,150],"out-of-distribution":[132],"regime":[133],"approaching":[134],"phase":[136],"boundary.":[137],"Our":[138],"results":[139],"practical":[142],"realization":[143],"interacting":[151],"at":[155],"scale,":[156],"motivating":[157],"path":[159],"toward":[160],"regimes":[161],"where":[162],"processors":[164],"could":[165],"provide":[166],"beyond":[169],"reach":[171],"classical":[173],"approximation":[174],"methods.":[175]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-06-17T00:00:00"}