{"id":"https://openalex.org/W4391306485","doi":"https://doi.org/10.1109/smc53992.2023.10393943","title":"Continually-Adapted Margin and Multi-Anchor Distillation for Class-Incremental Learning","display_name":"Continually-Adapted Margin and Multi-Anchor Distillation for Class-Incremental Learning","publication_year":2023,"publication_date":"2023-10-01","ids":{"openalex":"https://openalex.org/W4391306485","doi":"https://doi.org/10.1109/smc53992.2023.10393943"},"language":"en","primary_location":{"id":"doi:10.1109/smc53992.2023.10393943","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smc53992.2023.10393943","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5018152658","display_name":"Yi\u2010Hsin Chen","orcid":"https://orcid.org/0000-0002-6102-7544"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Hsin Chen","raw_affiliation_strings":["National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109678216","display_name":"Dian-Shan Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Dian-Shan Chen","raw_affiliation_strings":["National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113096052","display_name":"Ying-Chieh Weng","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ying-Chieh Weng","raw_affiliation_strings":["National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071531458","display_name":"Wen-Hsiao Peng","orcid":"https://orcid.org/0000-0002-4421-8031"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wen-Hsiao Peng","raw_affiliation_strings":["National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038549076","display_name":"Wei-Chen Chiu","orcid":"https://orcid.org/0000-0001-7715-8306"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Chen Chiu","raw_affiliation_strings":["National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung University,Department of Computer Science,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I148366613"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19445912,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"920","last_page":"927"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9280999898910522,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9280999898910522,"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/margin","display_name":"Margin (machine learning)","score":0.8007081747055054},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.6510721445083618},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6287440657615662},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6198695302009583},{"id":"https://openalex.org/keywords/fractionating-column","display_name":"Fractionating column","score":0.42268499732017517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40837812423706055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3320406675338745},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.07164916396141052},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.06963971257209778}],"concepts":[{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.8007081747055054},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.6510721445083618},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6287440657615662},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6198695302009583},{"id":"https://openalex.org/C154030694","wikidata":"https://www.wikidata.org/wiki/Q1436074","display_name":"Fractionating column","level":3,"score":0.42268499732017517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40837812423706055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3320406675338745},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.07164916396141052},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.06963971257209778}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc53992.2023.10393943","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smc53992.2023.10393943","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2473930607","https://openalex.org/W2767106145","https://openalex.org/W2786446225","https://openalex.org/W2884282566","https://openalex.org/W2913592748","https://openalex.org/W2948734064","https://openalex.org/W2954929116","https://openalex.org/W2963588172","https://openalex.org/W2963691377","https://openalex.org/W2964189064","https://openalex.org/W2970941190","https://openalex.org/W2995197345","https://openalex.org/W3007041883","https://openalex.org/W3034856281","https://openalex.org/W3100156920","https://openalex.org/W3107810305","https://openalex.org/W3174111860","https://openalex.org/W3175294706","https://openalex.org/W4301163820","https://openalex.org/W6741217325","https://openalex.org/W6744066916","https://openalex.org/W6748649680"],"related_works":["https://openalex.org/W2034881469","https://openalex.org/W2369356682","https://openalex.org/W2768175398","https://openalex.org/W4310558162","https://openalex.org/W2313421300","https://openalex.org/W2001433658","https://openalex.org/W1997587559","https://openalex.org/W1597623721","https://openalex.org/W2138846630","https://openalex.org/W2572146518"],"abstract_inverted_index":{"This":[0],"paper":[1],"addresses":[2],"the":[3,14,22,30,38,46,54,68,72,76,85,90,94,109,114,125,140,153,157,162,170,183],"problem":[4],"of":[5,25,34,80,111,116,122,127,142,188],"class-incremental":[6],"learning.":[7],"The":[8],"model":[9],"is":[10,64],"trained":[11],"to":[12,36,51,107,151,181,194],"recognize":[13],"classes":[15,43,167],"added":[16],"incrementally.":[17],"It":[18],"thus":[19,135],"suffers":[20],"from":[21,29,129,144],"challenging":[23],"issue":[24,121],"catastrophic":[26,55],"forgetting.":[27],"Stemming":[28],"knowledge":[31,40,95],"distillation":[32,61,96],"idea":[33],"attempting":[35],"retain":[37],"model's":[39],"on":[41,102,176],"seen":[42,82,112,131],"while":[44,88],"learning":[45,99],"newly-added":[47],"ones,":[48],"we":[49],"advance":[50],"further":[52],"alleviate":[53],"forgetting":[56],"via":[57],"our":[58,189],"proposed":[59,190],"multi-anchor":[60],"objective,":[62],"which":[63],"realized":[65],"by":[66,169],"constraining":[67],"spatial":[69],"relationship":[70],"between":[71],"input":[73],"data":[74],"and":[75,179,185],"multiple":[77],"class":[78,83,123,132,171],"embeddings":[79],"each":[81,130,145],"in":[84,192],"feature":[86],"space":[87],"training":[89],"model.":[91],"Moreover,":[92],"since":[93],"for":[97,160],"incremental":[98],"generally":[100],"relies":[101],"keeping":[103],"a":[104],"replay":[105],"buffer":[106,115],"store":[108],"samples":[110,128,143],"classes,":[113],"limited":[117],"size":[118],"brings":[119],"another":[120],"imbalance:":[124],"number":[126,141],"decreases":[133],"gradually,":[134],"being":[136],"much":[137],"smaller":[138],"than":[139],"new":[146,166],"class.":[147],"We":[148],"therefore":[149],"propose":[150],"introduce":[152],"continually-adapted":[154],"margin":[155],"into":[156],"classification":[158],"objective":[159],"tackling":[161],"prediction":[163],"bias":[164],"towards":[165],"caused":[168],"imbalance.":[172],"Experiments":[173],"are":[174],"conducted":[175],"various":[177],"datasets":[178],"settings":[180],"demonstrate":[182],"effectiveness":[184],"superior":[186],"performance":[187],"techniques":[191],"comparison":[193],"several":[195],"state-of-the-art":[196],"baselines.":[197]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
