{"id":"https://openalex.org/W4225130530","doi":"https://doi.org/10.24963/ijcai.2022/303","title":"Continual Federated Learning Based on Knowledge Distillation","display_name":"Continual Federated Learning Based on Knowledge Distillation","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4225130530","doi":"https://doi.org/10.24963/ijcai.2022/303"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2022/303","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2022/303","pdf_url":"https://www.ijcai.org/proceedings/2022/0303.pdf","source":{"id":"https://openalex.org/S4363608755","display_name":"Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.ijcai.org/proceedings/2022/0303.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046374116","display_name":"Yuhang Ma","orcid":"https://orcid.org/0000-0003-4646-6896"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuhang Ma","raw_affiliation_strings":["Zhejiang University","College of Computer Science and Technology, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081384517","display_name":"Zhongle Xie","orcid":"https://orcid.org/0000-0002-2924-6974"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongle Xie","raw_affiliation_strings":["Zhejiang University","College of Computer Science and Technology, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440604","display_name":"Jue Wang","orcid":"https://orcid.org/0000-0002-3641-3136"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jue Wang","raw_affiliation_strings":["Zhejiang University","College of Computer Science and Technology, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100451984","display_name":"Ke Chen","orcid":"https://orcid.org/0000-0001-9457-9364"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Chen","raw_affiliation_strings":["Zhejiang University","College of Computer Science and Technology, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112840212","display_name":"Lidan Shou","orcid":null},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lidan Shou","raw_affiliation_strings":["Zhejiang University","College of Computer Science and Technology, Zhejiang University","State Key Laboratory of CAD&CG, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"State Key Laboratory of CAD&CG, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5046374116"],"corresponding_institution_ids":["https://openalex.org/I168879160","https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":8.8272,"has_fulltext":false,"cited_by_count":88,"citation_normalized_percentile":{"value":0.98457461,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"2182","last_page":"2188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9986000061035156,"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":0.9986000061035156,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9700999855995178,"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/forgetting","display_name":"Forgetting","score":0.9627571702003479},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8040158152580261},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5285524129867554},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5255050659179688},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.518288791179657},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4665037989616394},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.4420406222343445}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.9627571702003479},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8040158152580261},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5285524129867554},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5255050659179688},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.518288791179657},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4665037989616394},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4420406222343445},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2022/303","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2022/303","pdf_url":"https://www.ijcai.org/proceedings/2022/0303.pdf","source":{"id":"https://openalex.org/S4363608755","display_name":"Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2022/303","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2022/303","pdf_url":"https://www.ijcai.org/proceedings/2022/0303.pdf","source":{"id":"https://openalex.org/S4363608755","display_name":"Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4225130530.pdf","grobid_xml":"https://content.openalex.org/works/W4225130530.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1576445103","https://openalex.org/W1821462560","https://openalex.org/W1832693441","https://openalex.org/W2134873765","https://openalex.org/W2194775991","https://openalex.org/W2560647685","https://openalex.org/W2902625698","https://openalex.org/W2903471046","https://openalex.org/W2951013084","https://openalex.org/W2980216952","https://openalex.org/W2980910578","https://openalex.org/W2980994576","https://openalex.org/W2982220706","https://openalex.org/W3013325675","https://openalex.org/W3021931813","https://openalex.org/W3030364939","https://openalex.org/W3035453001","https://openalex.org/W3118608800","https://openalex.org/W3141518839","https://openalex.org/W3168511142","https://openalex.org/W3198257238","https://openalex.org/W4318619660"],"related_works":["https://openalex.org/W4289718052","https://openalex.org/W2164121020","https://openalex.org/W2145559838","https://openalex.org/W2905319430","https://openalex.org/W3116498279","https://openalex.org/W4287549553","https://openalex.org/W4310285384","https://openalex.org/W3183027292","https://openalex.org/W4248896073","https://openalex.org/W2974871044"],"abstract_inverted_index":{"Federated":[0,93],"learning":[1,8,53,65,131,134,149],"(FL)":[2],"is":[3],"a":[4,9,38,168],"promising":[5],"approach":[6],"for":[7],"shared":[10],"global":[11,41],"model":[12,42],"on":[13,108],"decentralized":[14],"data":[15,27,70],"owned":[16],"by":[17],"multiple":[18],"clients":[19,111],"without":[20],"exposing":[21],"their":[22],"privacy.":[23],"In":[24],"real-world":[25],"scenarios,":[26],"accumulated":[28],"at":[29],"the":[30,40,46,85,110,113,135,148,152,172],"client-side":[31],"varies":[32],"in":[33,63,88,162],"distribution":[34],"over":[35],"time.":[36],"As":[37],"consequence,":[39],"tends":[43],"to":[44,75,98,124,142,146],"forget":[45],"knowledge":[47,106],"obtained":[48],"from":[49],"previous":[50],"tasks":[51],"while":[52],"new":[54,136],"tasks,":[55,141],"showing":[56],"signs":[57],"of":[58,151],"\"catastrophic":[59],"forgetting\".":[60],"Previous":[61],"studies":[62],"centralized":[64],"use":[66],"techniques":[67,81],"such":[68],"as":[69],"replay":[71],"and":[72,112,138,166],"parameter":[73],"regularization":[74],"mitigate":[76,125],"catastrophic":[77,100,164],"forgetting.":[78,126],"Unfortunately,":[79],"these":[80],"cannot":[82],"adequately":[83],"solve":[84],"non-trivial":[86],"problem":[87],"FL.":[89,103],"We":[90],"propose":[91],"Continual":[92],"Learning":[94],"with":[95,115],"Distillation":[96],"(CFeD)":[97],"address":[99],"forgetting":[101,165],"under":[102],"CFeD":[104,128],"performs":[105,160],"distillation":[107],"both":[109],"server,":[114],"each":[116],"party":[117],"independently":[118],"having":[119],"an":[120],"unlabeled":[121],"surrogate":[122],"dataset,":[123],"Moreover,":[127],"assigns":[129],"different":[130,143],"objectives,":[132],"namely":[133],"task":[137],"reviewing":[139],"old":[140],"clients,":[144],"aiming":[145],"improve":[147],"ability":[150],"model.":[153],"The":[154],"results":[155],"show":[156],"that":[157],"our":[158],"method":[159],"well":[161],"mitigating":[163],"achieves":[167],"good":[169],"trade-off":[170],"between":[171],"two":[173],"objectives.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":46},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":7},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-05-01T00:00:00"}