{"id":"https://openalex.org/W4392309314","doi":"https://doi.org/10.1109/tmc.2024.3371772","title":"Filling the Missing: Exploring Generative AI for Enhanced Federated Learning Over Heterogeneous Mobile Edge Devices","display_name":"Filling the Missing: Exploring Generative AI for Enhanced Federated Learning Over Heterogeneous Mobile Edge Devices","publication_year":2024,"publication_date":"2024-02-29","ids":{"openalex":"https://openalex.org/W4392309314","doi":"https://doi.org/10.1109/tmc.2024.3371772"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3371772","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3371772","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Mobile Computing","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/A5010552097","display_name":"Peichun Li","orcid":"https://orcid.org/0000-0001-5659-1311"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["MO"],"is_corresponding":true,"raw_author_name":"Peichun Li","raw_affiliation_strings":["State Key Laboratory of Internet of Things for Smart City, University of Macau, Macao, China","Department of Computer and Information Science, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City, University of Macau, Macao, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]},{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037276739","display_name":"Hanwen Zhang","orcid":"https://orcid.org/0009-0002-2004-2390"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Hanwen Zhang","raw_affiliation_strings":["State Key Laboratory of Internet of Things for Smart City, University of Macau, Macao, China","Department of Computer and Information Science, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City, University of Macau, Macao, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]},{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuan Wu","orcid":"https://orcid.org/0000-0003-2044-4023"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]},{"id":"https://openalex.org/I4210165204","display_name":"Zhuhai Institute of Advanced Technology","ror":"https://ror.org/05r1mzq61","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761","https://openalex.org/I4210165204"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Yuan Wu","raw_affiliation_strings":["Department of Computer and Information Science, State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau, China","Zhuhai UM Science and Technology Research Institute, Zhuhai, China","State Key Laboratory of Internet of Things for Smart City and the Department of Computer and Information Science, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]},{"raw_affiliation_string":"Zhuhai UM Science and Technology Research Institute, Zhuhai, China","institution_ids":["https://openalex.org/I4210165204"]},{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City and the Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076938763","display_name":"Liping Qian","orcid":"https://orcid.org/0000-0001-6210-2617"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liping Qian","raw_affiliation_strings":["College of Information Engineering, Zhejiang University of Technology, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100659097","display_name":"Rong Yu","orcid":"https://orcid.org/0000-0002-9042-7256"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Yu","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091266202","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dusit Niyato","raw_affiliation_strings":["College of Computing and Data Science (CCDS), Nanyang Technological University, Singapore","College of Computing & Data Science (CCDS), Nanyang Technological University Singapore Block N4-02a-32, Nanyang Avenue, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science (CCDS), Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"College of Computing & Data Science (CCDS), Nanyang Technological University Singapore Block N4-02a-32, Nanyang Avenue, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100773343","display_name":"Xuemin Shen","orcid":"https://orcid.org/0000-0002-4140-287X"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xuemin Shen","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5010552097"],"corresponding_institution_ids":["https://openalex.org/I204512498","https://openalex.org/I6469544"],"apc_list":null,"apc_paid":null,"fwci":18.7827,"has_fulltext":false,"cited_by_count":55,"citation_normalized_percentile":{"value":0.9946144,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"23","issue":"10","first_page":"10001","last_page":"10015"},"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":0.9966999888420105,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/computer-science","display_name":"Computer science","score":0.847027063369751},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5703797340393066},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.5545731782913208},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.47836512327194214},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.44982072710990906},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.4380028545856476},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.388616681098938},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3654310405254364},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3227473497390747},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31852781772613525},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.267425537109375}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.847027063369751},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5703797340393066},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.5545731782913208},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.47836512327194214},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.44982072710990906},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.4380028545856476},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.388616681098938},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3654310405254364},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3227473497390747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31852781772613525},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.267425537109375}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3371772","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3371772","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1871185029","display_name":null,"funder_award_id":"2022A1515011287","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2687675416","display_name":null,"funder_award_id":"61971148","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G346397689","display_name":null,"funder_award_id":"62071431","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3998961062","display_name":null,"funder_award_id":"AISG2-RP-2020-019","funder_id":"https://openalex.org/F4320325256","funder_display_name":"Info-communications Media Development Authority"},{"id":"https://openalex.org/G4305473922","display_name":null,"funder_award_id":"62072490","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6117017817","display_name":null,"funder_award_id":"FCP-ASTAR-TG-2022-003","funder_id":"https://openalex.org/F4320325256","funder_display_name":"Info-communications Media Development Authority"},{"id":"https://openalex.org/G6757976958","display_name":null,"funder_award_id":"U22A2054","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G809664999","display_name":null,"funder_award_id":"62122069","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325256","display_name":"Info-communications Media Development Authority","ror":null},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W2002427601","https://openalex.org/W2199097987","https://openalex.org/W2294307407","https://openalex.org/W2750384547","https://openalex.org/W2807006176","https://openalex.org/W2920095265","https://openalex.org/W2994080478","https://openalex.org/W3015598833","https://openalex.org/W3045638580","https://openalex.org/W3046522680","https://openalex.org/W3094368349","https://openalex.org/W3109847748","https://openalex.org/W3118608800","https://openalex.org/W3119842887","https://openalex.org/W3131796779","https://openalex.org/W3141518839","https://openalex.org/W3163231210","https://openalex.org/W3203177227","https://openalex.org/W3209579830","https://openalex.org/W4205093761","https://openalex.org/W4212773196","https://openalex.org/W4281736231","https://openalex.org/W4285127639","https://openalex.org/W4285302300","https://openalex.org/W4312933868","https://openalex.org/W4319778953","https://openalex.org/W4321608038","https://openalex.org/W4362544286","https://openalex.org/W4366330698","https://openalex.org/W4381894852","https://openalex.org/W4382998652","https://openalex.org/W4385218468","https://openalex.org/W4386243236","https://openalex.org/W4390828296","https://openalex.org/W4390828922","https://openalex.org/W4392158858","https://openalex.org/W4394639701","https://openalex.org/W4400644893","https://openalex.org/W6637373629","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6751917733","https://openalex.org/W6752029299","https://openalex.org/W6755174528","https://openalex.org/W6765744265","https://openalex.org/W6772307254","https://openalex.org/W6779630500","https://openalex.org/W6779823529","https://openalex.org/W6787972765","https://openalex.org/W6838639034","https://openalex.org/W6840815571","https://openalex.org/W6846035555","https://openalex.org/W6851422110","https://openalex.org/W6853121580"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4395044357","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W2087346071","https://openalex.org/W2967848559","https://openalex.org/W4299831724"],"abstract_inverted_index":{"Distributed":[0],"Artificial":[1],"Intelligence":[2],"(AI)":[3],"model":[4],"training":[5,98],"over":[6],"mobile":[7],"edge":[8,21],"networks":[9],"encounters":[10],"significant":[11],"challenges":[12,55],"due":[13],"to":[14,52,123,138,162,168],"the":[15,26,30,34,37,58,62,83,94,97,102,108,113,117,132,140,165,170,178,186,191],"data":[16,77,84,99,149],"and":[17,101,131,150],"resource":[18,39,151],"heterogeneity":[19,85],"of":[20,29,60,66,115,164],"devices.":[22],"The":[23,128],"former":[24],"hampers":[25],"convergence":[27],"rate":[28],"global":[31,172,188],"model,":[32],"while":[33,86],"latter":[35],"diminishes":[36],"devices'":[38],"utilization":[40,152],"efficiency.":[41],"In":[42],"this":[43],"paper,":[44],"we":[45],"propose":[46],"a":[47,75],"generative":[48],"AI-empowered":[49],"federated":[50],"learning":[51,103,125],"address":[53],"these":[54],"by":[56],"leveraging":[57],"idea":[59],"FIlling":[61],"MIssing":[63],"(FIMI)":[64],"portion":[65],"local":[67],"data.":[68,195],"Specifically,":[69],"FIMI":[70,109,158,182],"can":[71,159,183],"be":[72],"considered":[73],"as":[74],"resource-aware":[76],"augmentation":[78],"method":[79,135],"that":[80,157],"effectively":[81],"mitigates":[82],"ensuring":[87],"efficient":[88],"FL":[89],"training.":[90],"We":[91,105],"first":[92],"quantify":[93],"relationship":[95],"between":[96],"amount":[100],"performance.":[104],"then":[106],"study":[107],"optimization":[110],"problem":[111],"with":[112,177],"objective":[114],"minimizing":[116],"device-side":[118,166],"overall":[119],"energy":[120,167],"consumption":[121],"subject":[122],"required":[124],"performance":[126],"constraints.":[127],"decomposition-based":[129],"analysis":[130],"cross-entropy":[133],"searching":[134],"are":[136],"leveraged":[137],"derive":[139],"solution,":[141],"where":[142],"each":[143],"device":[144],"is":[145],"assigned":[146],"suitable":[147],"AI-synthetic":[148],"policy.":[153],"Experiment":[154],"results":[155],"demonstrate":[156],"save":[160],"up":[161],"50%":[163],"achieve":[169],"target":[171],"test":[173],"accuracy":[174,189],"in":[175],"comparison":[176],"existing":[179],"methods.":[180],"Meanwhile,":[181],"significantly":[184],"enhance":[185],"converged":[187],"under":[190],"non-independently-and-identically":[192],"distribution":[193],"(non-IID)":[194]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":20}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}