{"id":"https://openalex.org/W7129358608","doi":"https://doi.org/10.48550/arxiv.2602.14928","title":"From Classical to Quantum: Extending Prometheus for Unsupervised Discovery of Phase Transitions in Three Dimensions and Quantum Systems","display_name":"From Classical to Quantum: Extending Prometheus for Unsupervised Discovery of Phase Transitions in Three Dimensions and Quantum Systems","publication_year":2026,"publication_date":"2026-02-16","ids":{"openalex":"https://openalex.org/W7129358608","doi":"https://doi.org/10.48550/arxiv.2602.14928"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.14928","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082928749","display_name":"Brandon Yee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yee, Brandon","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124054468","display_name":"Wilson Collins","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Collins, Wilson","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Koh, Pairie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Koh, Pairie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Rutkowski, Maximilian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rutkowski, Maximilian","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":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23143753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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":0.9380999803543091,"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":0.9380999803543091,"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.020999999716877937,"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"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.019099999219179153,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ising-model","display_name":"Ising model","score":0.8337000012397766},{"id":"https://openalex.org/keywords/critical-exponent","display_name":"Critical exponent","score":0.632099986076355},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.6190999746322632},{"id":"https://openalex.org/keywords/quantum-phase-transition","display_name":"Quantum phase transition","score":0.5641999840736389},{"id":"https://openalex.org/keywords/phase-transition","display_name":"Phase transition","score":0.5076000094413757},{"id":"https://openalex.org/keywords/critical-point","display_name":"Critical point (mathematics)","score":0.5058000087738037},{"id":"https://openalex.org/keywords/quantum-phases","display_name":"Quantum phases","score":0.4771000146865845},{"id":"https://openalex.org/keywords/quantum-critical-point","display_name":"Quantum critical point","score":0.4681999981403351},{"id":"https://openalex.org/keywords/renormalization-group","display_name":"Renormalization group","score":0.45190000534057617},{"id":"https://openalex.org/keywords/universality","display_name":"Universality (dynamical systems)","score":0.42100000381469727}],"concepts":[{"id":"https://openalex.org/C51329190","wikidata":"https://www.wikidata.org/wiki/Q1076349","display_name":"Ising model","level":2,"score":0.8337000012397766},{"id":"https://openalex.org/C164154869","wikidata":"https://www.wikidata.org/wiki/Q901927","display_name":"Critical exponent","level":3,"score":0.632099986076355},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.6190999746322632},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.6169999837875366},{"id":"https://openalex.org/C72190298","wikidata":"https://www.wikidata.org/wiki/Q2118253","display_name":"Quantum phase transition","level":3,"score":0.5641999840736389},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.5630000233650208},{"id":"https://openalex.org/C149288129","wikidata":"https://www.wikidata.org/wiki/Q185357","display_name":"Phase transition","level":2,"score":0.5076000094413757},{"id":"https://openalex.org/C196298200","wikidata":"https://www.wikidata.org/wiki/Q577705","display_name":"Critical point (mathematics)","level":2,"score":0.5058000087738037},{"id":"https://openalex.org/C80891386","wikidata":"https://www.wikidata.org/wiki/Q7269084","display_name":"Quantum phases","level":4,"score":0.4771000146865845},{"id":"https://openalex.org/C146366752","wikidata":"https://www.wikidata.org/wiki/Q7269030","display_name":"Quantum critical point","level":4,"score":0.4681999981403351},{"id":"https://openalex.org/C68532491","wikidata":"https://www.wikidata.org/wiki/Q1203669","display_name":"Renormalization group","level":2,"score":0.45190000534057617},{"id":"https://openalex.org/C183992945","wikidata":"https://www.wikidata.org/wiki/Q2495574","display_name":"Universality (dynamical systems)","level":2,"score":0.42100000381469727},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.38999998569488525},{"id":"https://openalex.org/C194807282","wikidata":"https://www.wikidata.org/wiki/Q900634","display_name":"Critical phenomena","level":3,"score":0.336899995803833},{"id":"https://openalex.org/C113603373","wikidata":"https://www.wikidata.org/wiki/Q2362761","display_name":"Wave function","level":2,"score":0.31150001287460327},{"id":"https://openalex.org/C33332235","wikidata":"https://www.wikidata.org/wiki/Q18362","display_name":"Theoretical physics","level":1,"score":0.30649998784065247},{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.29760000109672546},{"id":"https://openalex.org/C125611927","wikidata":"https://www.wikidata.org/wiki/Q17008131","display_name":"Criticality","level":2,"score":0.29249998927116394},{"id":"https://openalex.org/C85906118","wikidata":"https://www.wikidata.org/wiki/Q186693","display_name":"Phase diagram","level":3,"score":0.2888000011444092},{"id":"https://openalex.org/C120398109","wikidata":"https://www.wikidata.org/wiki/Q175751","display_name":"Quantum tunnelling","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C141886431","wikidata":"https://www.wikidata.org/wiki/Q1193821","display_name":"Quantum fluctuation","level":3,"score":0.28529998660087585},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C2778926657","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum system","level":3,"score":0.275299996137619},{"id":"https://openalex.org/C69523127","wikidata":"https://www.wikidata.org/wiki/Q4480008","display_name":"Ground state","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.26899999380111694},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C163387558","wikidata":"https://www.wikidata.org/wiki/Q281778","display_name":"Effective field theory","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C15706264","wikidata":"https://www.wikidata.org/wiki/Q230883","display_name":"Quantum state","level":3,"score":0.2547000050544739},{"id":"https://openalex.org/C90408235","wikidata":"https://www.wikidata.org/wiki/Q938141","display_name":"Quantum annealing","level":4,"score":0.25440001487731934},{"id":"https://openalex.org/C139356082","wikidata":"https://www.wikidata.org/wiki/Q7269038","display_name":"Quantum discord","level":4,"score":0.25049999356269836}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.14928","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.14928","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.14928","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":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.14928","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0],"extend":[1],"the":[2,44,72,108,142,148],"Prometheus":[3],"framework":[4,45],"for":[5,141],"unsupervised":[6,187],"phase":[7,61],"transition":[8],"discovery":[9],"from":[10,26],"two-dimensional":[11],"classical":[12,16],"systems":[13,17],"to":[14,47,59,79],"three-dimensional":[15],"and":[18,96],"quantum":[19,60,65,117,137],"many-body":[20],"systems.":[21],"Building":[22],"upon":[23],"preliminary":[24],"observations":[25],"a":[27,153,199],"2D":[28],"Ising":[29,74,110,145],"model":[30,75],"student":[31],"abstract":[32],"[Yee":[33],"et":[34],"al.,":[35],"2026],":[36],"we":[37,81,119,151],"address":[38],"two":[39],"fundamental":[40],"questions:":[41],"(1)":[42],"Does":[43],"scale":[46],"higher":[48],"dimensions":[49],"where":[50],"exact":[51],"solutions":[52],"are":[53],"unavailable?":[54],"(2)":[55],"Can":[56],"it":[57],"generalize":[58],"transitions":[62],"driven":[63],"by":[64],"fluctuations":[66],"rather":[67],"than":[68],"thermal":[69],"fluctuations?":[70],"For":[71,116,147],"3D":[73,109],"on":[76,126,202],"lattices":[77],"up":[78],"$L{=}32$,":[80],"achieve":[82],"critical":[83,98,138,195],"temperature":[84],"detection":[85,140],"within":[86],"0.01\\%":[87],"of":[88,156,194],"literature":[89],"values":[90],"($\\Tc/J":[91],"=":[92,114,179],"4.511":[93],"\\pm":[94,170],"0.005$)":[95],"extract":[97],"exponents":[99],"with":[100,103,129,173],"${\\geq}70\\%$":[101],"accuracy,":[102],"statistical":[104],"analysis":[105],"correctly":[106],"identifying":[107],"universality":[111],"class":[112],"($p":[113],"0.72$).":[115],"systems,":[118],"develop":[120],"quantum-aware":[121],"VAE":[122],"(Q-VAE)":[123],"architectures":[124],"operating":[125],"complex-valued":[127],"wavefunctions":[128],"fidelity-based":[130],"loss":[131],"functions,":[132],"achieving":[133],"2\\%":[134],"accuracy":[135],"in":[136],"point":[139],"transverse":[143],"field":[144],"model.":[146],"disordered":[149],"TFIM,":[150],"perform":[152],"consistency":[154,200],"check":[155,201],"activated":[157],"dynamical":[158],"scaling":[159],"$\\ln":[160],"\u03be\\sim":[161],"|h":[162],"-":[163],"\\hc|^{-\u03c8}$,":[164],"extracting":[165],"tunneling":[166],"exponent":[167],"$\u03c8=":[168],"0.48":[169],"0.08$":[171],"consistent":[172],"theoretical":[174],"predictions":[175],"($\u03c8=":[176],"0.5$,":[177],"$\u0394\u03c7^2":[178],"12.3$,":[180],"$p":[181],"<":[182],"0.001$).":[183],"This":[184],"demonstrates":[185],"that":[186],"learning":[188],"can":[189],"identify":[190],"qualitatively":[191],"different":[192],"\\emph{types}":[193],"behavior,":[196],"serving":[197],"as":[198],"known":[203],"IRFP":[204],"physics.":[205]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-02-18T00:00:00"}