{"id":"https://openalex.org/W4386243236","doi":"https://doi.org/10.1109/infocom53939.2023.10229017","title":"AnycostFL: Efficient On-Demand Federated Learning over Heterogeneous Edge Devices","display_name":"AnycostFL: Efficient On-Demand Federated Learning over Heterogeneous Edge Devices","publication_year":2023,"publication_date":"2023-05-17","ids":{"openalex":"https://openalex.org/W4386243236","doi":"https://doi.org/10.1109/infocom53939.2023.10229017"},"language":"en","primary_location":{"id":"doi:10.1109/infocom53939.2023.10229017","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom53939.2023.10229017","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2023 - IEEE Conference on Computer Communications","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/A5010552097","display_name":"Peichun Li","orcid":"https://orcid.org/0000-0001-5659-1311"},"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"]},{"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":["CN","MO"],"is_corresponding":true,"raw_author_name":"Peichun Li","raw_affiliation_strings":["Guangdong University of Technology,School of Automation,Guangzhou,China","State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau, China","School of Automation, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Automation,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"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":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012880878","display_name":"Guoliang Cheng","orcid":"https://orcid.org/0000-0001-8512-8553"},"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":"Guoliang Cheng","raw_affiliation_strings":["Guangdong University of Technology,School of Automation,Guangzhou,China","School of Automation, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Automation,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]},{"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/A5008505898","display_name":"Xumin Huang","orcid":"https://orcid.org/0000-0003-1819-5398"},"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"]},{"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"]},{"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"]}],"countries":["CN","MO"],"is_corresponding":false,"raw_author_name":"Xumin Huang","raw_affiliation_strings":["Guangdong University of Technology,School of Automation,Guangzhou,China","School of Automation, Guangdong University of Technology, Guangzhou, China","State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Automation,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"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"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062761975","display_name":"Jiawen Kang","orcid":"https://orcid.org/0000-0002-8218-3490"},"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":"Jiawen Kang","raw_affiliation_strings":["Guangdong University of Technology,School of Automation,Guangzhou,China","School of Automation, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Automation,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]},{"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/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":["Guangdong University of Technology,School of Automation,Guangzhou,China","School of Automation, Guangdong University of Technology, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology,School of Automation,Guangzhou,China","institution_ids":["https://openalex.org/I139024713"]},{"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/A5082844557","display_name":"Yuan Wu","orcid":"https://orcid.org/0000-0001-6661-9461"},"institutions":[{"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"]},{"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"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Yuan Wu","raw_affiliation_strings":["University of Macau,State Key Laboratory of Internet of Things for Smart City,Macau,China","State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"University of Macau,State Key Laboratory of Internet of Things for Smart City,Macau,China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]},{"raw_affiliation_string":"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"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047722991","display_name":"Miao Pan","orcid":"https://orcid.org/0000-0003-2138-4413"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miao Pan","raw_affiliation_strings":["University of Houston,Department of Electrical and Computer Engineering,Houston,USA","Department of Electrical and Computer Engineering, University of Houston, Houston, USA"],"affiliations":[{"raw_affiliation_string":"University of Houston,Department of Electrical and Computer Engineering,Houston,USA","institution_ids":["https://openalex.org/I44461941"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Houston, Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5010552097"],"corresponding_institution_ids":["https://openalex.org/I139024713","https://openalex.org/I204512498","https://openalex.org/I6469544"],"apc_list":null,"apc_paid":null,"fwci":4.5537,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.95835575,"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":"10"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9735999703407288,"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"}},{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9535999894142151,"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/computer-science","display_name":"Computer science","score":0.8321300745010376},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.6668403148651123},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.6399456858634949},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5790073871612549},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5591266751289368},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5284380912780762},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5206843614578247},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.509650707244873},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4939144253730774},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.48658502101898193},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4711780846118927},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4081413149833679},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2708284854888916},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.14147904515266418},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13001075387001038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8321300745010376},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.6668403148651123},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.6399456858634949},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5790073871612549},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5591266751289368},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5284380912780762},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5206843614578247},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.509650707244873},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4939144253730774},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.48658502101898193},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4711780846118927},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4081413149833679},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2708284854888916},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.14147904515266418},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13001075387001038},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocom53939.2023.10229017","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom53939.2023.10229017","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2023 - IEEE Conference on Computer Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8999999761581421,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337495","display_name":"Technology Development","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2115613939","https://openalex.org/W2119144962","https://openalex.org/W2535838896","https://openalex.org/W2750384547","https://openalex.org/W2769644379","https://openalex.org/W2798720628","https://openalex.org/W2920095265","https://openalex.org/W2975043678","https://openalex.org/W2982409974","https://openalex.org/W2989289980","https://openalex.org/W3006017224","https://openalex.org/W3015901293","https://openalex.org/W3033664100","https://openalex.org/W3035453001","https://openalex.org/W3045638580","https://openalex.org/W3084436411","https://openalex.org/W3089655738","https://openalex.org/W3090393599","https://openalex.org/W3090615085","https://openalex.org/W3099980742","https://openalex.org/W3105122387","https://openalex.org/W3109847748","https://openalex.org/W3111182214","https://openalex.org/W3111192549","https://openalex.org/W3118608800","https://openalex.org/W3129329365","https://openalex.org/W3131796779","https://openalex.org/W3152952112","https://openalex.org/W3155160971","https://openalex.org/W3155963862","https://openalex.org/W3162353295","https://openalex.org/W3169682907","https://openalex.org/W3203672277","https://openalex.org/W3211539086","https://openalex.org/W3214721897","https://openalex.org/W4200631602","https://openalex.org/W4200635003","https://openalex.org/W4205597275","https://openalex.org/W4212773196","https://openalex.org/W4226326005","https://openalex.org/W4250589301","https://openalex.org/W4285168489","https://openalex.org/W4297687186","https://openalex.org/W4312582457","https://openalex.org/W4318619660","https://openalex.org/W6637373629","https://openalex.org/W6677580257","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6746200960","https://openalex.org/W6768511045","https://openalex.org/W6772307254","https://openalex.org/W6780224944","https://openalex.org/W6783533280","https://openalex.org/W6787972765","https://openalex.org/W6796484261","https://openalex.org/W6846957108"],"related_works":["https://openalex.org/W4293869292","https://openalex.org/W3131650874","https://openalex.org/W3138718334","https://openalex.org/W4361013355","https://openalex.org/W4376106090","https://openalex.org/W4372272185","https://openalex.org/W2945616868","https://openalex.org/W2736305332","https://openalex.org/W4281678247","https://openalex.org/W4236142432"],"abstract_inverted_index":{"In":[0],"this":[1,47],"work,":[2],"we":[3,49,93],"investigate":[4],"the":[5,51,64,87,101,113,117,141,156,170,179],"challenging":[6],"problem":[7],"of":[8,43,116,155],"on-demand":[9],"federated":[10],"learning":[11,147],"(FL)":[12],"over":[13],"heterogeneous":[14],"edge":[15,32],"devices":[16,33,127],"with":[17,59,71,105],"diverse":[18,31],"resource":[19],"constraints.":[20,45,110],"We":[21],"propose":[22,95],"a":[23,40,164],"cost-adjustable":[24],"FL":[25,144],"framework,":[26],"named":[27],"AnycostFL,":[28,92],"that":[29],"enables":[30],"to":[34,54,67,85,99,128,140,152],"efficiently":[35],"perform":[36],"local":[37,56],"updates":[38],"under":[39],"wide":[41],"range":[42],"efficiency":[44],"To":[46],"end,":[48],"design":[50,98],"model":[52,57,88],"shrinking":[53],"support":[55],"training":[58,103,121,157],"elastic":[60],"computation":[61],"cost,":[62],"and":[63,108,159],"gradient":[65],"compression":[66],"allow":[68],"parameter":[69,77],"transmission":[70],"dynamic":[72],"communication":[73],"overhead.":[74],"An":[75],"enhanced":[76],"aggregation":[78],"is":[79],"conducted":[80],"in":[81],"an":[82,96],"element-wise":[83],"manner":[84],"improve":[86],"performance.":[89],"Focusing":[90],"on":[91],"further":[94],"optimization":[97],"minimize":[100],"global":[102,166,181],"loss":[104],"personalized":[106,120],"latency":[107,158],"energy":[109,160],"By":[111],"revealing":[112],"theoretical":[114],"insights":[115],"convergence":[118],"analysis,":[119],"strategies":[122],"are":[123],"deduced":[124],"for":[125,162],"different":[126],"match":[129],"their":[130],"locally":[131],"available":[132],"resources.":[133],"Experiment":[134],"results":[135,171],"indicate":[136],"that,":[137,174],"when":[138],"compared":[139],"state-of-the-art":[142],"efficient":[143],"algorithms,":[145],"our":[146,175],"framework":[148],"can":[149],"reduce":[150],"up":[151],"1.9":[153],"times":[154],"consumption":[161],"realizing":[163],"reasonable":[165],"testing":[167],"accuracy.":[168,182],"Moreover,":[169],"also":[172],"demonstrate":[173],"approach":[176],"significantly":[177],"improves":[178],"converged":[180]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2023-08-30T00:00:00"}
