{"id":"https://openalex.org/W4404576909","doi":"https://doi.org/10.1109/tmc.2024.3504284","title":"Data-Aware Gradient Compression for FL in Communication-Constrained Mobile Computing","display_name":"Data-Aware Gradient Compression for FL in Communication-Constrained Mobile Computing","publication_year":2024,"publication_date":"2024-11-21","ids":{"openalex":"https://openalex.org/W4404576909","doi":"https://doi.org/10.1109/tmc.2024.3504284"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3504284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3504284","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/A5101288538","display_name":"Rongwei Lu","orcid":"https://orcid.org/0009-0007-8356-3026"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongwei Lu","raw_affiliation_strings":["Shenzhen International Graduate School, Tsinghua University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0007-8356-3026","affiliations":[{"raw_affiliation_string":"Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yutong Jiang","orcid":"https://orcid.org/0009-0008-0811-7154"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutong Jiang","raw_affiliation_strings":["Shenzhen International Graduate School, Tsinghua University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0008-0811-7154","affiliations":[{"raw_affiliation_string":"Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107889497","display_name":"Y. J. Mao","orcid":"https://orcid.org/0000-0002-8256-5923"},"institutions":[{"id":"https://openalex.org/I98301712","display_name":"Baidu (China)","ror":"https://ror.org/03vs3wt56","country_code":"CN","type":"company","lineage":["https://openalex.org/I98301712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinan Mao","raw_affiliation_strings":["AI Cloud Business Group, Baidu Incorporated, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8256-5923","affiliations":[{"raw_affiliation_string":"AI Cloud Business Group, Baidu Incorporated, Beijing, China","institution_ids":["https://openalex.org/I98301712"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101955396","display_name":"Chen Tang","orcid":"https://orcid.org/0000-0002-0108-6729"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Tang","raw_affiliation_strings":["Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0108-6729","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100427338","display_name":"Bin Chen","orcid":"https://orcid.org/0000-0002-4798-230X"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Chen","raw_affiliation_strings":["Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-4798-230X","affiliations":[{"raw_affiliation_string":"Department 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/A5002534955","display_name":"Laizhong Cui","orcid":"https://orcid.org/0000-0003-1991-290X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Laizhong Cui","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-1991-290X","affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100376399","display_name":"Zhi Wang","orcid":"https://orcid.org/0000-0002-5462-6178"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Wang","raw_affiliation_strings":["Shenzhen International Graduate School, Tsinghua University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-5462-6178","affiliations":[{"raw_affiliation_string":"Shenzhen International Graduate School, Tsinghua University, Shenzhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9366,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77895528,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"24","issue":"4","first_page":"2755","last_page":"2768"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9768999814987183,"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"}},"topics":[{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9768999814987183,"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.9556999802589417,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9469000101089478,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.8473105430603027},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.5422784090042114},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4591194689273834},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.44914960861206055},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3424302339553833},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.1849248707294464},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15903684496879578}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8473105430603027},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.5422784090042114},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4591194689273834},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.44914960861206055},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3424302339553833},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.1849248707294464},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15903684496879578}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3504284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3504284","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/G6595704328","display_name":null,"funder_award_id":"62301189","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8973540564","display_name":null,"funder_award_id":"62472249","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2045271686","https://openalex.org/W2194775991","https://openalex.org/W2606891064","https://openalex.org/W2978015420","https://openalex.org/W2989289980","https://openalex.org/W3015640161","https://openalex.org/W3016081801","https://openalex.org/W3021654819","https://openalex.org/W3035305184","https://openalex.org/W3045638580","https://openalex.org/W3156794839","https://openalex.org/W3163105316","https://openalex.org/W3172811949","https://openalex.org/W3204921648","https://openalex.org/W4200635003","https://openalex.org/W4206616201","https://openalex.org/W4283798991","https://openalex.org/W4285218134","https://openalex.org/W4286888406","https://openalex.org/W4287332481","https://openalex.org/W4312310654","https://openalex.org/W4319865686","https://openalex.org/W4390873499","https://openalex.org/W6637373629","https://openalex.org/W6728757088","https://openalex.org/W6736413256","https://openalex.org/W6743688258","https://openalex.org/W6746200960","https://openalex.org/W6746839373","https://openalex.org/W6748019269","https://openalex.org/W6750665317","https://openalex.org/W6751646691","https://openalex.org/W6754341472","https://openalex.org/W6754416507","https://openalex.org/W6755251367","https://openalex.org/W6759238902","https://openalex.org/W6763138067","https://openalex.org/W6768537144","https://openalex.org/W6772307254","https://openalex.org/W6779409229","https://openalex.org/W6780501606","https://openalex.org/W6781318954","https://openalex.org/W6782879080","https://openalex.org/W6784060510","https://openalex.org/W6787972765","https://openalex.org/W6789169260","https://openalex.org/W6790354423","https://openalex.org/W6790479585","https://openalex.org/W6792231754","https://openalex.org/W6795018396","https://openalex.org/W6797224933","https://openalex.org/W6799650887","https://openalex.org/W6803165305","https://openalex.org/W6810123629","https://openalex.org/W6838579793","https://openalex.org/W6850936240"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4210272022","https://openalex.org/W1844259124","https://openalex.org/W1974440652","https://openalex.org/W1541175715","https://openalex.org/W565993663","https://openalex.org/W2326504464","https://openalex.org/W2096709983"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"in":[3,24,38,160],"mobile":[4,143],"environments":[5,25,40],"faces":[6],"significant":[7],"communication":[8,123],"bottlenecks.":[9],"Gradient":[10],"compression":[11,45,60,97,108,131,159,187],"has":[12],"proven":[13],"as":[14,111],"an":[15,112],"effective":[16],"solution":[17],"to":[18,42,62,100,132,179,184],"this":[19],"issue,":[20],"offering":[21],"substantial":[22],"benefits":[23],"with":[26,64,84,191],"limited":[27,122],"bandwidth":[28],"and":[29,68,95,154,169,181,197],"metered":[30],"data.":[31],"Yet,":[32],"it":[33],"encounters":[34],"severe":[35],"performance":[36],"drops":[37],"non-IID":[39,161],"due":[41],"a":[43,72,121],"one-size-fits-all":[44],"approach,":[46],"which":[47,87,128,149],"does":[48],"not":[49],"account":[50],"for":[51],"the":[52,78,89,96,106,139,147,156,167,174,185],"varying":[53,59],"data":[54,66,136,194],"volumes":[55,69],"across":[56],"workers.":[57,102],"Assigning":[58],"ratios":[61,98],"workers":[63,133],"distinct":[65],"distributions":[67],"is":[70,150],"therefore":[71],"promising":[73],"solution.":[74],"This":[75],"work":[76],"derives":[77],"convergence":[79,94],"rate":[80],"of":[81,142,158],"distributed":[82],"SGD":[83],"non-uniform":[85],"compression,":[86],"reveals":[88],"intricate":[90],"relationship":[91],"between":[92],"model":[93],"applied":[99],"individual":[101],"Accordingly,":[103],"we":[104,145],"frame":[105],"relative":[107],"ratio":[109],"assignment":[110],"<inline-formula><tex-math":[113],"notation=\"LaTeX\">$n$</tex-math></inline-formula>-variable":[114],"chi-squared":[115],"nonlinear":[116],"optimization":[117],"problem,":[118],"constrained":[119],"by":[120,177],"budget.":[124],"We":[125],"propose":[126,146],"DAGC-R,":[127],"assigns":[129],"conservative":[130],"handling":[134],"larger":[135],"volumes.":[137],"Recognizing":[138],"computational":[140],"limitations":[141],"devices,":[144],"DAGC-A,":[148],"computationally":[151],"less":[152],"demanding":[153],"enhances":[155],"robustness":[157],"scenarios.":[162],"Our":[163],"experiments":[164],"confirm":[165],"that":[166],"DAGC-R":[168],"DAGC-A":[170],"can":[171],"speed":[172,176],"up":[173,178],"training":[175],"25.43%":[180],"16.65%":[182],"compared":[183],"uniform":[186],"respectively,":[188],"when":[189],"dealing":[190],"highly":[192],"imbalanced":[193],"volume":[195],"distribution":[196],"restricted":[198],"communication.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
