{"id":"https://openalex.org/W4401568849","doi":"https://doi.org/10.23919/date58400.2024.10546889","title":"Resource-Efficient Heterogenous Federated Continual Learning on Edge","display_name":"Resource-Efficient Heterogenous Federated Continual Learning on Edge","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4401568849","doi":"https://doi.org/10.23919/date58400.2024.10546889"},"language":"en","primary_location":{"id":"doi:10.23919/date58400.2024.10546889","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","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/A5101491458","display_name":"Yang Zhao","orcid":"https://orcid.org/0000-0002-1836-1643"},"institutions":[{"id":"https://openalex.org/I25355098","display_name":"Chang'an University","ror":"https://ror.org/05mxya461","country_code":"CN","type":"education","lineage":["https://openalex.org/I25355098"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhao Yang","raw_affiliation_strings":["College of Future Transportation, Chang&#x0027;an University,Xi&#x0027;an,China"],"affiliations":[{"raw_affiliation_string":"College of Future Transportation, Chang&#x0027;an University,Xi&#x0027;an,China","institution_ids":["https://openalex.org/I25355098"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026165169","display_name":"Shengbing Zhang","orcid":"https://orcid.org/0000-0002-2854-729X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengbing Zhang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010974656","display_name":"Chuxi Li","orcid":"https://orcid.org/0000-0001-9595-9959"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuxi Li","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100741702","display_name":"Haoyang Wang","orcid":"https://orcid.org/0000-0002-6663-0692"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyang Wang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101821645","display_name":"Meng Zhang","orcid":"https://orcid.org/0000-0003-0637-249X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Zhang","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University,Xi&#x0027;an,China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101491458"],"corresponding_institution_ids":["https://openalex.org/I25355098"],"apc_list":null,"apc_paid":null,"fwci":0.6674,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69232852,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9509000182151794,"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"}},"topics":[{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9509000182151794,"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"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9205999970436096,"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/T12676","display_name":"Machine Learning and ELM","score":0.9174000024795532,"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/computer-science","display_name":"Computer science","score":0.7793998718261719},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6080405116081238},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5107600688934326},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36736249923706055},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3493562936782837},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.16045159101486206}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7793998718261719},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6080405116081238},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5107600688934326},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36736249923706055},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3493562936782837},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16045159101486206}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date58400.2024.10546889","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546889","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G1076360168","display_name":null,"funder_award_id":"2022YFB2901100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1574447377","https://openalex.org/W1576445103","https://openalex.org/W2067713319","https://openalex.org/W2473930607","https://openalex.org/W2560647685","https://openalex.org/W2750384547","https://openalex.org/W2902625698","https://openalex.org/W2995022099","https://openalex.org/W3013325675","https://openalex.org/W3035525746","https://openalex.org/W3111091895","https://openalex.org/W3118608800","https://openalex.org/W3168256142","https://openalex.org/W3168511142","https://openalex.org/W3174142088","https://openalex.org/W3209696639","https://openalex.org/W4309126294","https://openalex.org/W4318619660","https://openalex.org/W4319988532","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6757384668","https://openalex.org/W6770794505","https://openalex.org/W6779277634","https://openalex.org/W6784864947","https://openalex.org/W6787972765","https://openalex.org/W6800804906","https://openalex.org/W6849896277"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Federated":[0],"learning":[1,28,72,121],"(FL)":[2],"has":[3],"been":[4],"widely":[5],"deployed":[6,61],"on":[7,44,124,145],"edge":[8,16,45],"devices.":[9],"In":[10],"practical,":[11],"the":[12,53,60,65,86,110,115,132,135],"data":[13,58,139],"collected":[14],"by":[15],"devices":[17],"exhibits":[18],"temporal":[19],"variations.":[20],"This":[21,83],"leads":[22],"to":[23,33,50,52,108],"catastrophic":[24,111,158],"forgetting":[25,112,159],"issue.":[26],"Continual":[27],"methods":[29,41],"can":[30],"be":[31],"used":[32,107],"address":[34,109],"this":[35,75],"problem.":[36,113],"However,":[37],"when":[38,120],"deploying":[39],"these":[40],"in":[42,156,160],"FL":[43],"devices,":[46,62],"it":[47],"is":[48,106,118],"challenging":[49],"adapt":[51],"limited":[54],"resources":[55],"and":[56,67,96],"heterogeneous":[57,80,138],"of":[59,69,137],"which":[63],"reduces":[64],"efficiency":[66],"effectiveness":[68],"federated":[70],"continual":[71],"(FCL).":[73],"Therefore,":[74],"article":[76],"proposes":[77],"a":[78,97,125,161],"resource-efficient":[79,162],"FCL":[81],"framework.":[82],"framework":[84,133],"divides":[85],"global":[87],"model":[88],"into":[89],"an":[90,141],"adaptation":[91,116],"part":[92,99,105,117],"for":[93,100],"new":[94,122,126],"knowledge":[95,123],"preservation":[98,104],"old":[101],"knowledge.":[102],"The":[103],"Only":[114],"trained":[119],"task,":[127],"reducing":[128],"resource":[129],"consumption.":[130],"Additionally,":[131],"mitigates":[134],"impact":[136],"through":[140],"aggregation":[142],"method":[143,153],"based":[144],"feature":[146],"representation.":[147],"Experimental":[148],"results":[149],"show":[150],"that":[151],"our":[152],"performs":[154],"well":[155],"mitigating":[157],"manner.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
