{"id":"https://openalex.org/W4398150528","doi":"https://doi.org/10.1109/jiot.2024.3403178","title":"GSASG: Global Sparsification With Adaptive Aggregated Stochastic Gradients for Communication-Efficient Federated Learning","display_name":"GSASG: Global Sparsification With Adaptive Aggregated Stochastic Gradients for Communication-Efficient Federated Learning","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4398150528","doi":"https://doi.org/10.1109/jiot.2024.3403178"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3403178","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/jiot.2024.3403178","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5044984009","display_name":"Runmeng Du","orcid":"https://orcid.org/0000-0002-0898-4054"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Runmeng Du","raw_affiliation_strings":["School of Software Engineering, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-0898-4054","affiliations":[{"raw_affiliation_string":"School of Software Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082144617","display_name":"Daojing He","orcid":"https://orcid.org/0000-0002-3820-8128"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daojing He","raw_affiliation_strings":["School of Software Engineering, East China Normal University, Shanghai, China","School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-3820-8128","affiliations":[{"raw_affiliation_string":"School of Software Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007811234","display_name":"Zikang Ding","orcid":"https://orcid.org/0000-0001-7204-5724"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zikang Ding","raw_affiliation_strings":["School of Software Engineering, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7204-5724","affiliations":[{"raw_affiliation_string":"School of Software Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100415861","display_name":"Miao Wang","orcid":"https://orcid.org/0000-0003-0062-1248"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miao Wang","raw_affiliation_strings":["School of Software Engineering, East China Normal University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091879207","display_name":"Sammy Chan","orcid":"https://orcid.org/0000-0002-8524-229X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Sammy Chan","raw_affiliation_strings":["Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-8524-229X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002877614","display_name":"Xuru Li","orcid":"https://orcid.org/0000-0003-0027-0142"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuru Li","raw_affiliation_strings":["School of Software Engineering, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0027-0142","affiliations":[{"raw_affiliation_string":"School of Software Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5044984009"],"corresponding_institution_ids":["https://openalex.org/I66867065"],"apc_list":null,"apc_paid":null,"fwci":0.3219,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61895294,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"11","issue":"17","first_page":"28253","last_page":"28266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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":0.9986000061035156,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.8739697933197021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7450706362724304},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.46338948607444763},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43472540378570557},{"id":"https://openalex.org/keywords/communications-system","display_name":"Communications system","score":0.4174256920814514},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.40881046652793884},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3276101350784302},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3203282356262207},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16475936770439148},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1527864634990692}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8739697933197021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7450706362724304},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.46338948607444763},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43472540378570557},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.4174256920814514},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.40881046652793884},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3276101350784302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3203282356262207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16475936770439148},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1527864634990692},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3403178","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/jiot.2024.3403178","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1573635740","display_name":null,"funder_award_id":"HIT.OCEF.2024047","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4388910646","display_name":null,"funder_award_id":"62376074","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8098664135","display_name":null,"funder_award_id":"171058","funder_id":"https://openalex.org/F4320334945","funder_display_name":"Fok Ying Tong Education Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334945","display_name":"Fok Ying Tong Education Foundation","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2964324519","https://openalex.org/W2966527647","https://openalex.org/W3007137254","https://openalex.org/W3014570036","https://openalex.org/W3093828967","https://openalex.org/W3119031357","https://openalex.org/W3119262449","https://openalex.org/W3185360874","https://openalex.org/W3217610115","https://openalex.org/W4200632131","https://openalex.org/W4214711850","https://openalex.org/W4226502461","https://openalex.org/W4292387502","https://openalex.org/W4293212679","https://openalex.org/W4301239768","https://openalex.org/W4307454782","https://openalex.org/W4310902971","https://openalex.org/W4312283487","https://openalex.org/W4312311230","https://openalex.org/W4313886837","https://openalex.org/W4323644172","https://openalex.org/W4385956621","https://openalex.org/W4386075119","https://openalex.org/W6631190155","https://openalex.org/W6728757088","https://openalex.org/W6741986022","https://openalex.org/W6746839373","https://openalex.org/W6748645090","https://openalex.org/W6751961731","https://openalex.org/W6757714641","https://openalex.org/W6771536776","https://openalex.org/W6772480968","https://openalex.org/W6773732629","https://openalex.org/W6774038773","https://openalex.org/W6780897730","https://openalex.org/W6785294077","https://openalex.org/W6787650878","https://openalex.org/W6805677686","https://openalex.org/W6808748552","https://openalex.org/W6810477201","https://openalex.org/W6849093686"],"related_works":["https://openalex.org/W4386603768","https://openalex.org/W2950475743","https://openalex.org/W2886711096","https://openalex.org/W2750384547","https://openalex.org/W4380078352","https://openalex.org/W3046591097","https://openalex.org/W4389249638","https://openalex.org/W2733410219","https://openalex.org/W2734358244","https://openalex.org/W4388700941"],"abstract_inverted_index":{"This":[0],"article":[1],"addresses":[2],"the":[3,12,26,60,65,68,76,98,101,105,111,128,153,163,170,208,228],"challenge":[4],"of":[5,28,100,107,114,193,210,221,227],"communication":[6,138,141,159,194,199,212,222,229],"efficiency":[7],"in":[8,191],"federated":[9],"learning":[10],"by":[11,200,205,217],"proposed":[13],"algorithm":[14],"called":[15],"global":[16,32,45,69],"sparsification":[17,33,53],"with":[18,174,213,232],"adaptive":[19,36,129,202,214],"aggregated":[20,37,61,130,203,215],"stochastic":[21],"gradients":[22,62,204,216],"(GSASGs).":[23],"GSASG":[24,156,196,224],"leverages":[25],"advantages":[27],"local":[29],"sparse":[30,198,211],"communication,":[31,34],"and":[35,116,139,182,207],"gradients.":[38],"More":[39],"specifically,":[40],"we":[41],"devise":[42],"an":[43],"efficient":[44],"top-<inline-formula":[46],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[47,82,89,118,176,184],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[48,83,90,119,177,185],"<tex-math":[49,84,91,120,178,186],"notation=\"LaTeX\">$k^{\\prime":[50,121,187],"}$":[51],"</tex-math></inline-formula>":[52,86,181],"operator.":[54],"By":[55],"applying":[56],"this":[57],"operator":[58],"to":[59,74,87,135,152],"obtained":[63],"from":[64,80],"top-k":[66],"sparsification,":[67],"model":[70,164],"parameter":[71],"is":[72,97,104,110,133],"rarefied":[73],"reduce":[75,140],"download":[77],"transmitted":[78],"bits":[79,230],"<inline-formula":[81,88,117,175,183],"notation=\"LaTeX\">$O(dMT)$":[85],"notation=\"LaTeX\">$O(k^{\\prime":[92],"}MT)$":[93],"</tex-math></inline-formula>,":[94,190],"where":[95],"d":[96],"dimension":[99],"gradient,":[102],"M":[103],"number":[106,113],"workers,":[108],"T":[109],"total":[112],"epochs,":[115],"}":[122],"\\leq":[123],"k\\lt":[124],"d$":[125,180,189],"</tex-math></inline-formula>.":[126],"Meanwhile,":[127],"gradient":[131],"method":[132],"adopted":[134],"skip":[136],"meaningless":[137],"rounds.":[142],"The":[143],"deep":[144],"neural":[145],"network":[146],"training":[147],"experiment":[148],"demonstrates":[149],"that,":[150],"compared":[151],"previous":[154,233],"algorithms":[155],"significantly":[157],"reduces":[158],"cost":[160],"without":[161],"sacrificing":[162],"performance.":[165],"For":[166],"instance,":[167],"when":[168],"considering":[169],"MNIST":[171],"data":[172],"set":[173],"notation=\"LaTeX\">$k=1\\%":[179],"}=0.5\\%":[188],"terms":[192,220],"rounds,":[195],"outperforms":[197],"91%,":[201],"90%,":[206],"combination":[209],"56%.":[218],"In":[219],"bits,":[223],"yields":[225],"1%":[226],"needed":[231],"algorithms.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
