{"id":"https://openalex.org/W4283216157","doi":"https://doi.org/10.1109/infocomwkshps54753.2022.9797891","title":"General Decentralized Federated Learning for Communication-Computation Tradeoff","display_name":"General Decentralized Federated Learning for Communication-Computation Tradeoff","publication_year":2022,"publication_date":"2022-05-02","ids":{"openalex":"https://openalex.org/W4283216157","doi":"https://doi.org/10.1109/infocomwkshps54753.2022.9797891"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps54753.2022.9797891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps54753.2022.9797891","pdf_url":null,"source":{"id":"https://openalex.org/S4363607985","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"},"type":"article","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/A5100431707","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0001-9447-5004"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Liu","raw_affiliation_strings":["University of Science and Technology of China,Department of Electronic Engineering and Information Science,Hefei,China","Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Department of Electronic Engineering and Information Science,Hefei,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100379216","display_name":"Li Chen","orcid":"https://orcid.org/0000-0002-1754-0607"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Chen","raw_affiliation_strings":["University of Science and Technology of China,Department of Electronic Engineering and Information Science,Hefei,China","Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Department of Electronic Engineering and Information Science,Hefei,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100432932","display_name":"Weidong Wang","orcid":"https://orcid.org/0000-0002-3550-0625"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Wang","raw_affiliation_strings":["University of Science and Technology of China,Department of Electronic Engineering and Information Science,Hefei,China","Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Department of Electronic Engineering and Information Science,Hefei,China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100431707"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.1039,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.25048481,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9990000128746033,"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9714000225067139,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.8353161811828613},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7945220470428467},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6958460807800293},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.6357285380363464},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6144344210624695},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5118562579154968},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5009007453918457},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.43463096022605896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24792444705963135},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.14561179280281067},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.11847579479217529},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11361733078956604},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08106324076652527},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0780521035194397}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8353161811828613},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7945220470428467},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6958460807800293},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.6357285380363464},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6144344210624695},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5118562579154968},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5009007453918457},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.43463096022605896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24792444705963135},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.14561179280281067},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.11847579479217529},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11361733078956604},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08106324076652527},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0780521035194397},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocomwkshps54753.2022.9797891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps54753.2022.9797891","pdf_url":null,"source":{"id":"https://openalex.org/S4363607985","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W778657980","https://openalex.org/W2112796928","https://openalex.org/W2168231600","https://openalex.org/W2472333518","https://openalex.org/W2535838896","https://openalex.org/W2617960902","https://openalex.org/W2702150584","https://openalex.org/W2955213239","https://openalex.org/W2963433607","https://openalex.org/W2969231791","https://openalex.org/W3007279825","https://openalex.org/W3021654819","https://openalex.org/W3118608800","https://openalex.org/W3186590963","https://openalex.org/W3212066104","https://openalex.org/W4294106961","https://openalex.org/W4297687186","https://openalex.org/W4318619660","https://openalex.org/W6622473587","https://openalex.org/W6684859321","https://openalex.org/W6728757088","https://openalex.org/W6738250615","https://openalex.org/W6740154879","https://openalex.org/W6754143808","https://openalex.org/W6765541894","https://openalex.org/W6767074001","https://openalex.org/W6771536673","https://openalex.org/W6798967721"],"related_works":["https://openalex.org/W2950475743","https://openalex.org/W4386603768","https://openalex.org/W2886711096","https://openalex.org/W4380078352","https://openalex.org/W4315785049","https://openalex.org/W3015792155","https://openalex.org/W2937906318","https://openalex.org/W3118286710","https://openalex.org/W4225929918","https://openalex.org/W3095450733"],"abstract_inverted_index":{"Decentralized":[0],"stochastic":[1],"gradient":[2],"descent":[3],"(SGD)":[4],"is":[5,19],"a":[6,33,50,61],"driving":[7],"engine":[8],"for":[9,72],"decentralized":[10,17,63,117],"federated":[11],"learning":[12],"(DFL).":[13],"The":[14],"performance":[15],"of":[16,80,87,96,113],"SGD":[18,64,118],"jointly":[20],"influenced":[21],"by":[22],"internode":[23],"communications":[24,46],"and":[25,43,55,89,107],"local":[26,41],"updates.":[27],"In":[28],"this":[29],"paper,":[30],"we":[31],"propose":[32],"general":[34,62],"DFL":[35,75,97,114],"framework,":[36],"which":[37],"implements":[38],"both":[39],"multiple":[40,44],"updates":[42],"inter-node":[45],"periodically,":[47],"to":[48],"strike":[49],"balance":[51,86],"between":[52],"communication":[53,88],"efficiency":[54],"model":[56],"consensus.":[57],"It":[58],"can":[59,98],"provide":[60],"analytical":[65],"framework.":[66],"We":[67],"establish":[68],"strong":[69],"convergence":[70,93],"guarantees":[71],"the":[73,78,85,92,111],"proposed":[74],"algorithm":[76],"without":[77],"assumption":[79],"convex":[81],"objectives.":[82],"Based":[83],"on":[84,105],"computing":[90],"costs,":[91],"upper":[94],"bound":[95],"be":[99],"depicted":[100],"explicitly.":[101],"Experiment":[102],"results":[103],"based":[104],"MNIST":[106],"CIFAR-10":[108],"datasets":[109],"illustrate":[110],"superiority":[112],"over":[115],"traditional":[116],"methods.":[119]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}