{"id":"https://openalex.org/W3094355210","doi":"https://doi.org/10.1109/icassp39728.2021.9414564","title":"Decentralized Deep Learning Using Momentum-Accelerated Consensus","display_name":"Decentralized Deep Learning Using Momentum-Accelerated Consensus","publication_year":2021,"publication_date":"2021-05-13","ids":{"openalex":"https://openalex.org/W3094355210","doi":"https://doi.org/10.1109/icassp39728.2021.9414564","mag":"3094355210"},"language":"en","primary_location":{"id":"doi:10.1109/icassp39728.2021.9414564","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9414564","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2010.11166","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002594560","display_name":"Aditya Balu","orcid":"https://orcid.org/0000-0003-2005-2548"},"institutions":[{"id":"https://openalex.org/I173911158","display_name":"Iowa State University","ror":"https://ror.org/04rswrd78","country_code":"US","type":"education","lineage":["https://openalex.org/I173911158"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Aditya Balu","raw_affiliation_strings":["Iowa State University","Iowa State University\u2028"],"affiliations":[{"raw_affiliation_string":"Iowa State University","institution_ids":["https://openalex.org/I173911158"]},{"raw_affiliation_string":"Iowa State University\u2028","institution_ids":["https://openalex.org/I173911158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031212270","display_name":"Zhanhong Jiang","orcid":"https://orcid.org/0000-0001-5363-7898"},"institutions":[{"id":"https://openalex.org/I142262071","display_name":"Johnson Controls (United States)","ror":"https://ror.org/02ky6c719","country_code":"US","type":"company","lineage":["https://openalex.org/I142262071"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhanhong Jiang","raw_affiliation_strings":["Johnson Controls","Johnson Controls#TAB#"],"affiliations":[{"raw_affiliation_string":"Johnson Controls","institution_ids":["https://openalex.org/I142262071"]},{"raw_affiliation_string":"Johnson Controls#TAB#","institution_ids":["https://openalex.org/I142262071"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052217117","display_name":"Sin Yong Tan","orcid":"https://orcid.org/0000-0002-4318-7026"},"institutions":[{"id":"https://openalex.org/I173911158","display_name":"Iowa State University","ror":"https://ror.org/04rswrd78","country_code":"US","type":"education","lineage":["https://openalex.org/I173911158"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sin Yong Tan","raw_affiliation_strings":["Iowa State University","Iowa State University\u2028"],"affiliations":[{"raw_affiliation_string":"Iowa State University","institution_ids":["https://openalex.org/I173911158"]},{"raw_affiliation_string":"Iowa State University\u2028","institution_ids":["https://openalex.org/I173911158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091320913","display_name":"Chinmay Hedge","orcid":null},"institutions":[{"id":"https://openalex.org/I102475099","display_name":"Sup\u00e9lec","ror":"https://ror.org/00n7gwn90","country_code":"FR","type":"education","lineage":["https://openalex.org/I102475099"]},{"id":"https://openalex.org/I4210102264","display_name":"Shandong University of Political Science and Law","ror":"https://ror.org/01b2j5886","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210102264"]},{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["CH","CN","FR","US"],"is_corresponding":false,"raw_author_name":"Chinmay Hedge","raw_affiliation_strings":["New York University","New York University<sup>**</sup>"],"affiliations":[{"raw_affiliation_string":"New York University","institution_ids":["https://openalex.org/I57206974"]},{"raw_affiliation_string":"New York University<sup>**</sup>","institution_ids":["https://openalex.org/I15196421","https://openalex.org/I4210102264","https://openalex.org/I102475099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100711989","display_name":"Young Moo Lee","orcid":"https://orcid.org/0000-0002-5047-3143"},"institutions":[{"id":"https://openalex.org/I142262071","display_name":"Johnson Controls (United States)","ror":"https://ror.org/02ky6c719","country_code":"US","type":"company","lineage":["https://openalex.org/I142262071"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Young M Lee","raw_affiliation_strings":["Johnson Controls","Johnson Controls#TAB#"],"affiliations":[{"raw_affiliation_string":"Johnson Controls","institution_ids":["https://openalex.org/I142262071"]},{"raw_affiliation_string":"Johnson Controls#TAB#","institution_ids":["https://openalex.org/I142262071"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081037761","display_name":"Soumik Sarkar","orcid":"https://orcid.org/0000-0002-6775-9199"},"institutions":[{"id":"https://openalex.org/I173911158","display_name":"Iowa State University","ror":"https://ror.org/04rswrd78","country_code":"US","type":"education","lineage":["https://openalex.org/I173911158"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Soumik Sarkar","raw_affiliation_strings":["Iowa State University","Iowa State University\u2028"],"affiliations":[{"raw_affiliation_string":"Iowa State University","institution_ids":["https://openalex.org/I173911158"]},{"raw_affiliation_string":"Iowa State University\u2028","institution_ids":["https://openalex.org/I173911158"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5002594560"],"corresponding_institution_ids":["https://openalex.org/I173911158"],"apc_list":null,"apc_paid":null,"fwci":0.4194,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67118654,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"3675","last_page":"3679"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9997000098228455,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9962999820709229,"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/network-topology","display_name":"Network topology","score":0.6956468224525452},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6557595729827881},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.5570656061172485},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5302110910415649},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5144615173339844},{"id":"https://openalex.org/keywords/consensus","display_name":"Consensus","score":0.503105103969574},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4955340623855591},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.4366476237773895},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3254725933074951},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16990873217582703},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1175471842288971}],"concepts":[{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.6956468224525452},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6557595729827881},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.5570656061172485},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5302110910415649},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5144615173339844},{"id":"https://openalex.org/C107107730","wikidata":"https://www.wikidata.org/wiki/Q2994424","display_name":"Consensus","level":3,"score":0.503105103969574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4955340623855591},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.4366476237773895},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3254725933074951},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16990873217582703},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1175471842288971},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/icassp39728.2021.9414564","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9414564","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2010.11166","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.11166","pdf_url":"https://arxiv.org/pdf/2010.11166","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":"","raw_type":"text"},{"id":"mag:3094355210","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2010.11166.pdf","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":"doi:10.48550/arxiv.2010.11166","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2010.11166","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":"article"},{"id":"doi:10.17023/b2c4-5z40","is_oa":true,"landing_page_url":"https://doi.org/10.17023/b2c4-5z40","pdf_url":null,"source":{"id":"https://openalex.org/S7407051697","display_name":"IEEE RESOURCE CENTERS","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2010.11166","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.11166","pdf_url":"https://arxiv.org/pdf/2010.11166","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":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3094355210.pdf"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W15483758","https://openalex.org/W104184427","https://openalex.org/W1522301498","https://openalex.org/W1984481261","https://openalex.org/W1988720110","https://openalex.org/W2030161963","https://openalex.org/W2069103631","https://openalex.org/W2119200797","https://openalex.org/W2129122308","https://openalex.org/W2137731592","https://openalex.org/W2168231600","https://openalex.org/W2283463896","https://openalex.org/W2295675065","https://openalex.org/W2336650964","https://openalex.org/W2337540838","https://openalex.org/W2473611539","https://openalex.org/W2528062157","https://openalex.org/W2535838896","https://openalex.org/W2541884796","https://openalex.org/W2622263826","https://openalex.org/W2763066689","https://openalex.org/W2767036780","https://openalex.org/W2788838181","https://openalex.org/W2789243870","https://openalex.org/W2792287754","https://openalex.org/W2805631327","https://openalex.org/W2888561381","https://openalex.org/W2896404430","https://openalex.org/W2912205739","https://openalex.org/W2944542720","https://openalex.org/W2949952845","https://openalex.org/W2951696358","https://openalex.org/W2953000681","https://openalex.org/W2962970367","https://openalex.org/W2963228337","https://openalex.org/W2963248893","https://openalex.org/W2963664311","https://openalex.org/W2963712608","https://openalex.org/W2963804082","https://openalex.org/W2963889845","https://openalex.org/W2964004663","https://openalex.org/W2977517840","https://openalex.org/W2979640132","https://openalex.org/W2980592932","https://openalex.org/W2995022099","https://openalex.org/W3141595720","https://openalex.org/W6604254268","https://openalex.org/W6638317528","https://openalex.org/W6638803421","https://openalex.org/W6677553319","https://openalex.org/W6684859321","https://openalex.org/W6703265075","https://openalex.org/W6703420464","https://openalex.org/W6730009442","https://openalex.org/W6737496325","https://openalex.org/W6738250615","https://openalex.org/W6738460352","https://openalex.org/W6739622702","https://openalex.org/W6740154879","https://openalex.org/W6745760980","https://openalex.org/W6748019269","https://openalex.org/W6748632073","https://openalex.org/W6749107692","https://openalex.org/W6752750811","https://openalex.org/W6756976665","https://openalex.org/W6762930437","https://openalex.org/W6768660345","https://openalex.org/W6769019839","https://openalex.org/W6771536673","https://openalex.org/W6784552873"],"related_works":["https://openalex.org/W3162113208","https://openalex.org/W3213287185","https://openalex.org/W3196969702","https://openalex.org/W2963747324","https://openalex.org/W3003817499","https://openalex.org/W3166722837","https://openalex.org/W3097497066","https://openalex.org/W3099290861","https://openalex.org/W2913483008","https://openalex.org/W2545849206","https://openalex.org/W260055948","https://openalex.org/W2134818940","https://openalex.org/W2341920059","https://openalex.org/W3180838358","https://openalex.org/W3214689809","https://openalex.org/W2202472171","https://openalex.org/W2964538155","https://openalex.org/W3116610253","https://openalex.org/W2734436031","https://openalex.org/W2241347070"],"abstract_inverted_index":{"We":[0,111,134,145],"consider":[1,27,135],"the":[2,25,34,38,65,86,103,131,157],"problem":[3],"of":[4,159],"decentralized":[5,20,81,152],"deep":[6,21,82],"learning":[7,22,83,153],"where":[8,61,85,117],"multiple":[9],"agents":[10,87],"collaborate":[11],"to":[12,155],"learn":[13],"from":[14,37],"a":[15,28,42,79,90,95,113],"distributed":[16],"dataset.":[17],"While":[18],"several":[19,147],"approaches":[23],"exist,":[24],"majority":[26],"central":[29,66,96],"parameter-server":[30],"topology":[31,43,93],"for":[32],"aggregating":[33],"model":[35,125],"parameters":[36,126],"agents.":[39],"However,":[40],"such":[41,50],"may":[44,69],"be":[45,70],"inapplicable":[46],"in":[47,108],"networked":[48],"systems":[49,60],"as":[51],"ad-hoc":[52],"mobile":[53],"networks,":[54],"field":[55],"robotics,":[56],"and":[57,77,127,139],"power":[58],"network":[59],"direct":[62],"communication":[63,92,164],"with":[64,121,150],"parameter":[67],"server":[68],"inefficient.":[71],"In":[72],"this":[73],"context,":[74],"we":[75],"propose":[76,112],"analyze":[78,141],"novel":[80,114],"algorithm":[84,99],"interact":[88],"over":[89],"fixed":[91],"(without":[94],"server).":[97],"Our":[98],"is":[100],"based":[101],"on":[102],"heavy-ball":[104],"acceleration":[105],"method":[106],"used":[107],"gradient-based":[109],"optimization.":[110],"consensus":[115],"protocol":[116],"each":[118],"agent":[119],"shares":[120],"its":[122,124],"neighbors":[123],"gradient-momentum":[128],"values":[129],"during":[130],"optimization":[132],"process.":[133],"nonconvex":[136],"objective":[137],"functions":[138],"theoretically":[140],"our":[142,160],"algorithm\u2019s":[143],"performance.":[144],"present":[146],"empirical":[148],"comparisons":[149],"competing":[151],"methods":[154],"demonstrate":[156],"efficacy":[158],"approach":[161],"under":[162],"different":[163],"topologies.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}