{"id":"https://openalex.org/W4410227040","doi":"https://doi.org/10.1109/wcnc61545.2025.10978262","title":"A Fairness-aware Incentive Framework for Heterogeneous Federated Learning with Bifurcated Reverse Auction Design","display_name":"A Fairness-aware Incentive Framework for Heterogeneous Federated Learning with Bifurcated Reverse Auction Design","publication_year":2025,"publication_date":"2025-03-24","ids":{"openalex":"https://openalex.org/W4410227040","doi":"https://doi.org/10.1109/wcnc61545.2025.10978262"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc61545.2025.10978262","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc61545.2025.10978262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","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/A5102928277","display_name":"Shaolong Chen","orcid":"https://orcid.org/0009-0001-4734-2169"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shaolong Chen","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102609335","display_name":"Sizhe Huang","orcid":"https://orcid.org/0009-0001-7297-9815"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sizhe Huang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056148718","display_name":"Zan Zhou","orcid":"https://orcid.org/0000-0003-2388-2280"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zan Zhou","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111259861","display_name":"Xiping Li","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiping Li","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044191416","display_name":"Shujie Yang","orcid":"https://orcid.org/0000-0002-9597-2659"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujie Yang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110966896","display_name":"Yi Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Sun","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069646989","display_name":"Changqiao Xu","orcid":"https://orcid.org/0000-0003-1467-1086"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changqiao Xu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications Shenzhen Institute,Shenzhen,China,518000","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5102928277"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":2.8599,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90704968,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"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":0.998199999332428,"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":0.998199999332428,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9775999784469604,"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/incentive","display_name":"Incentive","score":0.7141339778900146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6917818784713745},{"id":"https://openalex.org/keywords/reverse-auction","display_name":"Reverse auction","score":0.6353468298912048},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32847896218299866},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3273322582244873},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32191967964172363},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.26913347840309143},{"id":"https://openalex.org/keywords/common-value-auction","display_name":"Common value auction","score":0.18590053915977478},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12396010756492615}],"concepts":[{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.7141339778900146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6917818784713745},{"id":"https://openalex.org/C194291561","wikidata":"https://www.wikidata.org/wiki/Q2852717","display_name":"Reverse auction","level":3,"score":0.6353468298912048},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32847896218299866},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3273322582244873},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32191967964172363},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.26913347840309143},{"id":"https://openalex.org/C163239763","wikidata":"https://www.wikidata.org/wiki/Q5153637","display_name":"Common value auction","level":2,"score":0.18590053915977478},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12396010756492615}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc61545.2025.10978262","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc61545.2025.10978262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1314255841","display_name":null,"funder_award_id":"530224004,2024PTB-009","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G1754972173","display_name":null,"funder_award_id":"4244084","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G7671876741","display_name":null,"funder_award_id":"62401075,92167204,62072030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7705936506","display_name":null,"funder_award_id":"2024M750259","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"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":15,"referenced_works":["https://openalex.org/W3012990321","https://openalex.org/W3016632787","https://openalex.org/W3080934299","https://openalex.org/W3099106497","https://openalex.org/W3109847748","https://openalex.org/W3135590557","https://openalex.org/W3182125009","https://openalex.org/W4226348979","https://openalex.org/W4312643771","https://openalex.org/W4319865990","https://openalex.org/W4385154262","https://openalex.org/W4391235346","https://openalex.org/W4392309441","https://openalex.org/W6779269186","https://openalex.org/W6798383822"],"related_works":["https://openalex.org/W4243660433","https://openalex.org/W2169585958","https://openalex.org/W4233792666","https://openalex.org/W190000922","https://openalex.org/W4230271424","https://openalex.org/W4235350487","https://openalex.org/W2367468089","https://openalex.org/W2358591856","https://openalex.org/W1604037153","https://openalex.org/W2098133976"],"abstract_inverted_index":{"Federated":[0,20],"Learning":[1,21],"(FL)":[2],"is":[3,23,39],"an":[4,26],"emerging":[5],"distributed":[6,40],"learning":[7,107],"framework":[8,110,119,140],"designed":[9],"to":[10,30,50,65,77,81,151],"address":[11],"isolated":[12],"data":[13,38],"island":[14],"and":[15,44,53,69,85,114,134,148,172],"protect":[16],"privacy.":[17],"Besides,":[18],"Clustered":[19],"(CFL)":[22],"introduced":[24],"as":[25,122],"efficient":[27,87],"multitask":[28],"scheme":[29],"solve":[31],"heterogeneous":[32,73,91,171],"problems":[33],"in":[34,41,90,169],"FL":[35],"where":[36],"clients'":[37],"non-i.i.d.":[42],"(non-independent":[43],"identically":[45],"distributed)":[46],"scenarios.":[47,175],"However,":[48],"due":[49],"bandwidth":[51],"limitation":[52],"latency":[54],"tolerance,":[55],"the":[56,144,152,159,166,184],"server":[57],"can":[58,141,178],"only":[59,70],"select":[60,83],"a":[61,98,103,123,130,135,180],"subset":[62],"of":[63,129,146,183,190],"clients":[64,84,149],"participate.":[66],"Average":[67],"selection":[68],"selecting":[71],"low":[72],"client":[74,137],"groups":[75],"lead":[76],"severe":[78],"results.":[79],"How":[80],"fairly":[82],"improve":[86],"model":[88,167],"performance":[89,168],"scenarios":[92],"with":[93,187],"limited":[94,174],"communication":[95,153,173],"has":[96],"become":[97],"key":[99],"issue.":[100],"We":[101],"propose":[102],"fairness-aware":[104],"clustered":[105],"federated":[106],"(FACFL)":[108],"incentive":[109],"which":[111],"balances":[112],"collective":[113],"individual":[115],"fairness.":[116],"Specifically,":[117],"our":[118],"models":[120],"CFL":[121],"bifurcated":[124],"reverse":[125],"auction":[126,133],"that":[127,163],"consists":[128],"first-layer":[131],"cluster":[132],"second-layer":[136],"auction.":[138],"Our":[139],"dynamically":[142],"adjust":[143],"par-ticipation":[145],"clusters":[147],"according":[150],"capabilities.":[154],"The":[155],"experimental":[156],"results":[157],"on":[158],"CIFAR-10":[160],"dataset":[161],"demonstrate":[162],"FACFL":[164,177],"improves":[165],"severely":[170],"Additionally,":[176],"maintain":[179],"high":[181],"level":[182],"training":[185],"fairness":[186],"different":[188],"numbers":[189],"clients.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}