{"id":"https://openalex.org/W4285302300","doi":"https://doi.org/10.1109/tmc.2022.3186936","title":"Adaptive Control of Local Updating and Model Compression for Efficient Federated Learning","display_name":"Adaptive Control of Local Updating and Model Compression for Efficient Federated Learning","publication_year":2022,"publication_date":"2022-06-28","ids":{"openalex":"https://openalex.org/W4285302300","doi":"https://doi.org/10.1109/tmc.2022.3186936"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2022.3186936","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2022.3186936","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/A5018803737","display_name":"Yang Xu","orcid":"https://orcid.org/0000-0003-0839-3892"},"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"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yang Xu","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062964635","display_name":"Yunming Liao","orcid":"https://orcid.org/0000-0002-5065-2600"},"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"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunming Liao","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063184427","display_name":"Hongli Xu","orcid":"https://orcid.org/0000-0003-3831-4577"},"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"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Xu","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012628892","display_name":"Zhenguo Ma","orcid":"https://orcid.org/0000-0001-7660-735X"},"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"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenguo Ma","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101419769","display_name":"Lun Wang","orcid":"https://orcid.org/0000-0002-9436-7924"},"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"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lun Wang","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071164333","display_name":"Jianchun Liu","orcid":"https://orcid.org/0000-0002-1764-9303"},"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"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianchun Liu","raw_affiliation_strings":["School of Data Science, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"School of Data Science, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5018803737"],"corresponding_institution_ids":["https://openalex.org/I126520041","https://openalex.org/I308837"],"apc_list":null,"apc_paid":null,"fwci":13.8795,"has_fulltext":false,"cited_by_count":104,"citation_normalized_percentile":{"value":0.99098312,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"22","issue":"10","first_page":"5675","last_page":"5689"},"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":0.9958999752998352,"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/T13553","display_name":"Age of Information Optimization","score":0.9937000274658203,"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/computer-science","display_name":"Computer science","score":0.6673132181167603},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6039049029350281},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5329640507698059},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4947609305381775},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.47840508818626404},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.46924567222595215},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3685872554779053},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3421373963356018},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18613380193710327}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6673132181167603},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6039049029350281},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5329640507698059},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4947609305381775},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.47840508818626404},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.46924567222595215},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3685872554779053},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3421373963356018},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18613380193710327},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2022.3186936","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2022.3186936","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/G1785345862","display_name":null,"funder_award_id":"62102391","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3301288343","display_name":null,"funder_award_id":"61936015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G645416012","display_name":null,"funder_award_id":"62132019","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W1997834106","https://openalex.org/W2049469158","https://openalex.org/W2103325786","https://openalex.org/W2416799949","https://openalex.org/W2535838896","https://openalex.org/W2568772110","https://openalex.org/W2606891064","https://openalex.org/W2750384547","https://openalex.org/W2755775376","https://openalex.org/W2794834851","https://openalex.org/W2896422817","https://openalex.org/W2900120080","https://openalex.org/W2900140871","https://openalex.org/W2900182564","https://openalex.org/W2912213068","https://openalex.org/W2955213239","https://openalex.org/W2962788286","https://openalex.org/W2963318081","https://openalex.org/W2979359324","https://openalex.org/W2980714463","https://openalex.org/W3007279825","https://openalex.org/W3015636663","https://openalex.org/W3015640161","https://openalex.org/W3021654819","https://openalex.org/W3101036738","https://openalex.org/W3120984046","https://openalex.org/W3129329365","https://openalex.org/W3154608090","https://openalex.org/W3156310591","https://openalex.org/W3164900515","https://openalex.org/W3183910508","https://openalex.org/W3187356235","https://openalex.org/W3203503583","https://openalex.org/W3207087425","https://openalex.org/W4206320562","https://openalex.org/W4206900626","https://openalex.org/W4220993128","https://openalex.org/W4297687186","https://openalex.org/W6622473587","https://openalex.org/W6679154944","https://openalex.org/W6684191040","https://openalex.org/W6728757088","https://openalex.org/W6728975057","https://openalex.org/W6736413256","https://openalex.org/W6739554518","https://openalex.org/W6740114376","https://openalex.org/W6743688258","https://openalex.org/W6746200960","https://openalex.org/W6746839373","https://openalex.org/W6748019269","https://openalex.org/W6751646691","https://openalex.org/W6752012617","https://openalex.org/W6752191696","https://openalex.org/W6754341472","https://openalex.org/W6754416507","https://openalex.org/W6755251367","https://openalex.org/W6755988804","https://openalex.org/W6758757267","https://openalex.org/W6765541894","https://openalex.org/W6766978945","https://openalex.org/W6768511045","https://openalex.org/W6780501606","https://openalex.org/W6780897730","https://openalex.org/W6790212648"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2989452537","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2062023542"],"abstract_inverted_index":{"Data":[0],"generated":[1],"at":[2],"the":[3,12,74,97,104,116,125,154,159,164,185,191,199,205],"network":[4],"edge":[5,148],"can":[6,183],"be":[7],"processed":[8],"locally":[9,37],"by":[10,19,71,188,194],"leveraging":[11],"paradigm":[13],"of":[14,166],"Edge":[15],"Computing":[16],"(EC).":[17],"Aided":[18],"EC,":[20],"Federated":[21],"Learning":[22],"(FL)":[23],"has":[24],"been":[25],"becoming":[26],"a":[27,62,110,130],"practical":[28],"and":[29,51,85,108,120,137,142,157,173,190],"popular":[30],"approach":[31],"for":[32,146,197],"distributed":[33,38],"machine":[34],"learning":[35],"over":[36],"data.":[39],"However,":[40],"FL":[41,64],"faces":[42],"three":[43],"critical":[44],"challenges,":[45,59],"i.e.,":[46],"resource":[47],"constraint,":[48],"system":[49],"heterogeneity":[50],"context":[52],"dynamics":[53],"in":[54,96],"EC.":[55],"To":[56],"address":[57],"these":[58],"we":[60,128],"present":[61],"training-efficient":[63],"method,":[65],"termed":[66],"<italic":[67,167,180],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[68,76,81,87,92,168,181],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FedLamp</i>":[69,169,182],",":[70],"optimizing":[72],"both":[73],"<bold":[75,80,86,91],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">L</b>":[77],"ocal":[78],"upd":[79],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">a</b>":[82],"ting":[83],"frequency":[84,119],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">m</b>":[88],"odel":[89],"com":[90],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">p</b>":[93],"ression":[94],"ratio":[95],"resource-constrained":[98],"EC":[99],"systems.":[100],"We":[101,162],"theoretically":[102],"analyze":[103],"model":[105,121,143],"convergence":[106,111,126],"rate":[107],"obtain":[109],"upper":[112],"bound":[113],"related":[114],"to":[115,152,204],"local":[117,139],"updating":[118,140],"compression":[122,144],"ratio.":[123],"Upon":[124],"bound,":[127],"propose":[129],"control":[131],"algorithm,":[132],"that":[133,179],"adaptively":[134],"determines":[135],"diverse":[136],"appropriate":[138],"frequencies":[141],"ratios":[145],"different":[147],"nodes,":[149],"so":[150],"as":[151],"reduce":[153,184],"waiting":[155],"time":[156,193],"enhance":[158],"training":[160],"efficiency.":[161],"evaluate":[163],"performance":[165],"through":[170],"extensive":[171],"simulation":[172],"testbed":[174],"experiments.":[175],"Evaluation":[176],"results":[177],"show":[178],"traffic":[186],"consumption":[187],"63%":[189],"completion":[192],"about":[195],"52%":[196],"achieving":[198],"similar":[200],"test":[201],"accuracy,":[202],"compared":[203],"baselines.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":37},{"year":2024,"cited_by_count":42},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}