{"id":"https://openalex.org/W4400233561","doi":"https://doi.org/10.1109/iscas58744.2024.10557843","title":"Exploring the Global Dynamics of Networks Trained through Equilibrium Propagation","display_name":"Exploring the Global Dynamics of Networks Trained through Equilibrium Propagation","publication_year":2024,"publication_date":"2024-05-19","ids":{"openalex":"https://openalex.org/W4400233561","doi":"https://doi.org/10.1109/iscas58744.2024.10557843"},"language":"en","primary_location":{"id":"doi:10.1109/iscas58744.2024.10557843","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscas58744.2024.10557843","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037872911","display_name":"Gianluca Zoppo","orcid":"https://orcid.org/0000-0003-0765-4333"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gianluca Zoppo","raw_affiliation_strings":["Politecnico di Torino,Department of Electronics and Telecommunications,Torino,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Electronics and Telecommunications,Torino,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016472360","display_name":"Fernando Corinto","orcid":"https://orcid.org/0000-0003-4431-5701"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Fernando Corinto","raw_affiliation_strings":["Politecnico di Torino,Department of Electronics and Telecommunications,Torino,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Electronics and Telecommunications,Torino,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064241662","display_name":"Marco Gilli","orcid":"https://orcid.org/0000-0001-5765-4046"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Gilli","raw_affiliation_strings":["Politecnico di Torino,Department of Electronics and Telecommunications,Torino,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Electronics and Telecommunications,Torino,Italy","institution_ids":["https://openalex.org/I177477856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15898305,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.942799985408783,"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"}},"topics":[{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.942799985408783,"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/dynamics","display_name":"Dynamics (music)","score":0.6296478509902954},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5835573077201843},{"id":"https://openalex.org/keywords/statistical-physics","display_name":"Statistical physics","score":0.39209404587745667},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1434694230556488}],"concepts":[{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6296478509902954},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5835573077201843},{"id":"https://openalex.org/C121864883","wikidata":"https://www.wikidata.org/wiki/Q677916","display_name":"Statistical physics","level":1,"score":0.39209404587745667},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1434694230556488},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas58744.2024.10557843","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscas58744.2024.10557843","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W267428601","https://openalex.org/W2100885571","https://openalex.org/W2116628315","https://openalex.org/W2527798464","https://openalex.org/W3013864814","https://openalex.org/W3091586704","https://openalex.org/W3173574793","https://openalex.org/W4250364758","https://openalex.org/W4289694696","https://openalex.org/W4313129836","https://openalex.org/W4382986831","https://openalex.org/W6635935089","https://openalex.org/W6639475024","https://openalex.org/W6677144603","https://openalex.org/W6754093196","https://openalex.org/W7023726515"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Equilibrium":[0],"propagation":[1,110],"is":[2],"a":[3,36,46,59,83,120,129,139,148,158],"learning":[4,105],"technique":[5],"conceived":[6],"for":[7,161,194],"training":[8],"continuous-time":[9,72],"recurrent":[10],"neural":[11],"networks.":[12,225],"It":[13],"offers":[14],"some":[15],"notable":[16],"advantages":[17],"when":[18],"compared":[19],"to":[20,25,44,52,58,111,168],"conventional":[21],"back-propagation-based":[22],"algorithms":[23],"and":[24,113,156,221],"classical":[26,169],"design":[27],"methods.":[28],"From":[29],"an":[30],"implementation":[31],"perspective,":[32],"it":[33,42,49],"demands":[34],"only":[35],"single":[37],"computational":[38],"circuit.":[39],"Theoretically,":[40],"although":[41],"seeks":[43],"minimize":[45],"cost":[47],"function,":[48],"exhibits":[50],"similarities":[51],"spike-timing-dependent":[53],"plasticity":[54],"(STDP),":[55],"rendering":[56],"it,":[57],"certain":[60],"extent,":[61],"biologically":[62],"plausible.":[63],"This":[64],"paper":[65],"explores":[66],"the":[67,87,104,143,152,164,185,190,206,219],"global":[68],"dynamic":[69,208],"behavior":[70],"of":[71,123,142,151,188,192,196,223],"piecewise":[73],"linear":[74],"networks":[75,214],"trained":[76],"through":[77],"equilibrium":[78,109,144,198],"point":[79,145],"propagation.":[80],"We":[81,100],"examine":[82],"network":[84],"in":[85,181,211],"which":[86,107],"target":[88],"patterns":[89,175],"are":[90,176],"presented":[91],"as":[92,97,119,178],"external":[93,179],"inputs":[94],"rather":[95],"than":[96],"initial":[98],"conditions.":[99],"first":[101],"show":[102],"that":[103,138,205],"rules,":[106],"extend":[108],"gradient-like":[112],"non-symmetric":[114],"networks,":[115],"can":[116],"be":[117],"derived":[118],"suitable":[121],"approximation":[122],"Lagrangian":[124],"optimization.":[125],"Then,":[126],"by":[127],"studying":[128],"relatively":[130,212],"simple":[131],"but":[132],"thoroughly":[133],"significant":[134],"case,":[135],"we":[136],"demonstrate":[137],"detailed":[140],"analysis":[141],"distribution":[146],"yields":[147],"profound":[149],"understanding":[150],"network\u2019s":[153,165],"fundamental":[154],"properties":[155],"provides":[157],"valuable":[159],"tool":[160],"quantitatively":[162],"evaluating":[163],"accuracy.":[166],"Compared":[167],"synthesis":[170],"techniques,":[171],"our":[172],"approach,":[173],"where":[174],"introduced":[177],"inputs,":[180],"most":[182],"cases,":[183],"circumvents":[184],"impractical":[186],"task":[187],"estimating":[189],"basins":[191],"attraction":[193],"sets":[195],"multiple":[197],"points.":[199],"Furthermore,":[200],"preliminary":[201],"extensive":[202],"simulations":[203],"indicate":[204],"primary":[207],"features":[209],"observed":[210],"small":[213],"closely":[215],"resemble":[216],"those":[217],"ensuring":[218],"performance":[220],"accuracy":[222],"large-scale":[224]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
