{"id":"https://openalex.org/W7154363959","doi":"https://doi.org/10.48550/arxiv.2604.11513","title":"Machine-learning modeling of magnetization dynamics in quasi-equilibrium and driven metallic spin systems","display_name":"Machine-learning modeling of magnetization dynamics in quasi-equilibrium and driven metallic spin systems","publication_year":2026,"publication_date":"2026-04-13","ids":{"openalex":"https://openalex.org/W7154363959","doi":"https://doi.org/10.48550/arxiv.2604.11513"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.11513","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.11513","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":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.2604.11513","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133581602","display_name":"Gia-Wei Chern","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chern, Gia-Wei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006529264","display_name":"Yunhao Fan","orcid":"https://orcid.org/0000-0001-5450-9978"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fan, Yunhao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133570862","display_name":"Sheng Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Sheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5046845324","display_name":"Puhan Zhang","orcid":"https://orcid.org/0000-0001-7229-9409"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Puhan","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/T11948","display_name":"Machine Learning in Materials Science","score":0.8094000220298767,"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"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.8094000220298767,"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/T11804","display_name":"Quantum many-body systems","score":0.13609999418258667,"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/T10037","display_name":"Physics of Superconductivity and Magnetism","score":0.011099999770522118,"subfield":{"id":"https://openalex.org/subfields/3104","display_name":"Condensed Matter 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/non-equilibrium-thermodynamics","display_name":"Non-equilibrium thermodynamics","score":0.7541999816894531},{"id":"https://openalex.org/keywords/spintronics","display_name":"Spintronics","score":0.6547999978065491},{"id":"https://openalex.org/keywords/magnetization-dynamics","display_name":"Magnetization dynamics","score":0.5616000294685364},{"id":"https://openalex.org/keywords/spin","display_name":"Spin (aerodynamics)","score":0.4465999901294708},{"id":"https://openalex.org/keywords/heisenberg-model","display_name":"Heisenberg model","score":0.44130000472068787},{"id":"https://openalex.org/keywords/spin-engineering","display_name":"Spin engineering","score":0.4383000135421753},{"id":"https://openalex.org/keywords/magnetization","display_name":"Magnetization","score":0.414900004863739},{"id":"https://openalex.org/keywords/tetrahedron","display_name":"Tetrahedron","score":0.40389999747276306},{"id":"https://openalex.org/keywords/formalism","display_name":"Formalism (music)","score":0.39800000190734863}],"concepts":[{"id":"https://openalex.org/C74859849","wikidata":"https://www.wikidata.org/wiki/Q2466686","display_name":"Non-equilibrium thermodynamics","level":2,"score":0.7541999816894531},{"id":"https://openalex.org/C207999682","wikidata":"https://www.wikidata.org/wiki/Q258659","display_name":"Spintronics","level":3,"score":0.6547999978065491},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.6273999810218811},{"id":"https://openalex.org/C2778381111","wikidata":"https://www.wikidata.org/wiki/Q6731632","display_name":"Magnetization dynamics","level":4,"score":0.5616000294685364},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.5540000200271606},{"id":"https://openalex.org/C42704618","wikidata":"https://www.wikidata.org/wiki/Q910917","display_name":"Spin (aerodynamics)","level":2,"score":0.4465999901294708},{"id":"https://openalex.org/C201665358","wikidata":"https://www.wikidata.org/wiki/Q899196","display_name":"Heisenberg model","level":3,"score":0.44130000472068787},{"id":"https://openalex.org/C150365167","wikidata":"https://www.wikidata.org/wiki/Q7577404","display_name":"Spin engineering","level":4,"score":0.4383000135421753},{"id":"https://openalex.org/C32546565","wikidata":"https://www.wikidata.org/wiki/Q856711","display_name":"Magnetization","level":3,"score":0.414900004863739},{"id":"https://openalex.org/C105239961","wikidata":"https://www.wikidata.org/wiki/Q160003","display_name":"Tetrahedron","level":2,"score":0.40389999747276306},{"id":"https://openalex.org/C73301696","wikidata":"https://www.wikidata.org/wiki/Q5469984","display_name":"Formalism (music)","level":3,"score":0.39800000190734863},{"id":"https://openalex.org/C2780198381","wikidata":"https://www.wikidata.org/wiki/Q17083882","display_name":"Spin model","level":2,"score":0.3684000074863434},{"id":"https://openalex.org/C82217956","wikidata":"https://www.wikidata.org/wiki/Q184207","display_name":"Ferromagnetism","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.3449999988079071},{"id":"https://openalex.org/C59593255","wikidata":"https://www.wikidata.org/wiki/Q901663","display_name":"Molecular dynamics","level":2,"score":0.33219999074935913},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.311599999666214},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.3077999949455261},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C54553102","wikidata":"https://www.wikidata.org/wiki/Q242657","display_name":"Magnetic moment","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C115260700","wikidata":"https://www.wikidata.org/wiki/Q11408","display_name":"Magnetic field","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C33332235","wikidata":"https://www.wikidata.org/wiki/Q18362","display_name":"Theoretical physics","level":1,"score":0.27129998803138733},{"id":"https://openalex.org/C182260160","wikidata":"https://www.wikidata.org/wiki/Q1069637","display_name":"Magnetic domain","level":4,"score":0.2694000005722046},{"id":"https://openalex.org/C114148568","wikidata":"https://www.wikidata.org/wiki/Q2410583","display_name":"Bispectrum","level":3,"score":0.2669999897480011},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.2651999890804291},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.11513","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.11513","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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.11513","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.11513","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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"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":[0,18,123],"review":[1],"recent":[2],"advances":[3],"in":[4,111],"machine-learning":[5],"(ML)":[6],"force-field":[7],"methods":[8],"for":[9,28,176],"large-scale":[10],"Landau-Lifshitz-Gilbert":[11],"(LLG)":[12],"simulations":[13,83],"of":[14,41,46,56,62,68,115,168,180],"metallic":[15],"spin":[16,108,182],"systems.":[17],"generalize":[19],"the":[20,43,51,66,93,100,106,112,132],"Behler-Parrinello":[21],"(BP)":[22],"ML":[23,38,79,145],"architecture":[24],"--":[25,32,90,98],"originally":[26],"developed":[27],"quantum":[29],"molecular":[30],"dynamics":[31,183],"to":[33,135,147],"construct":[34],"scalable":[35],"and":[36,95,103,139,172,184],"transferable":[37],"models":[39,146],"capable":[40],"capturing":[42],"intricate":[44],"dependence":[45],"electron-mediated":[47],"exchange":[48,150],"fields":[49,151],"on":[50,73,99],"local":[52],"magnetic":[53,70,88],"environment":[54],"characteristic":[55],"itinerant":[57],"magnets.":[58],"A":[59],"central":[60],"ingredient":[61],"this":[63],"framework":[64],"is":[65],"implementation":[67],"symmetry-aware":[69],"descriptors":[71],"based":[72],"group-theoretical":[74],"bispectrum":[75],"formalisms.":[76],"Leveraging":[77],"these":[78],"force":[80],"fields,":[81],"LLG":[82],"faithfully":[84],"reproduce":[85],"hallmark":[86],"non-collinear":[87],"orders":[89],"such":[91,157],"as":[92,158],"$120^\\circ$":[94],"tetrahedral":[96],"states":[97,114],"triangular":[101],"lattice,":[102],"successfully":[104],"capture":[105],"complex":[107],"textures":[109],"emerging":[110],"mixed-phase":[113],"a":[116,126,174],"square-lattice":[117],"double-exchange":[118],"model":[119],"under":[120],"thermal":[121],"quench.":[122],"further":[124],"discuss":[125],"generalized":[127],"potential":[128],"theory":[129],"that":[130],"extends":[131],"BP":[133],"formalism":[134],"incorporate":[136],"both":[137],"conservative":[138],"nonconservative":[140],"electronic":[141],"torques,":[142],"thereby":[143],"enabling":[144],"learn":[148],"nonequilibrium":[149,159,181],"from":[152],"computationally":[153],"demanding":[154],"microscopic":[155],"approaches":[156],"Green's-function":[160],"techniques.":[161],"This":[162],"extension":[163],"yields":[164],"quantitatively":[165],"accurate":[166],"predictions":[167],"voltage-driven":[169],"domain-wall":[170],"motion":[171],"establishes":[173],"foundation":[175],"quantum-accurate,":[177],"multiscale":[178],"modeling":[179],"spintronic":[185],"functionalities.":[186]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-15T00:00:00"}
