{"id":"https://openalex.org/W4405441333","doi":"https://doi.org/10.1109/tpami.2024.3518588","title":"Continual Learning: Forget-Free Winning Subnetworks for Video Representations","display_name":"Continual Learning: Forget-Free Winning Subnetworks for Video Representations","publication_year":2024,"publication_date":"2024-12-16","ids":{"openalex":"https://openalex.org/W4405441333","doi":"https://doi.org/10.1109/tpami.2024.3518588","pmid":"https://pubmed.ncbi.nlm.nih.gov/40030645"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2024.3518588","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3518588","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5102506715","display_name":"Haeyong Kang","orcid":"https://orcid.org/0009-0001-9764-8676"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Haeyong Kang","raw_affiliation_strings":["School of Electrical Engineering, KAIST, Daejeon, South Korea"],"raw_orcid":"https://orcid.org/0009-0001-9764-8676","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, KAIST, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090604303","display_name":"Jaehong Yoon","orcid":"https://orcid.org/0000-0002-3634-4863"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaehong Yoon","raw_affiliation_strings":["School of Computing, KAIST, Daejeon, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, KAIST, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070302452","display_name":"Sung Ju Hwang","orcid":"https://orcid.org/0000-0002-9675-2324"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sung Ju Hwang","raw_affiliation_strings":["School of Computing, KAIST, Daejeon, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, KAIST, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073287748","display_name":"Chang D. Yoo","orcid":"https://orcid.org/0000-0002-0756-7179"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chang D. Yoo","raw_affiliation_strings":["School of Electrical Engineering, KAIST, Daejeon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-0756-7179","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, KAIST, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":{"value":2495,"currency":"USD","value_usd":2495},"apc_paid":null,"fwci":0.305,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54986169,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"47","issue":"3","first_page":"2140","last_page":"2156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9993000030517578,"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":0.6928459405899048},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6090133190155029},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.392017662525177},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3426697254180908}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6928459405899048},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6090133190155029},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.392017662525177},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3426697254180908}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2024.3518588","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3518588","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40030645","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40030645","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1931183695","display_name":null,"funder_award_id":"RS-2022-II220184","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G3450174791","display_name":null,"funder_award_id":"2022-0-00184","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4652820836","display_name":null,"funder_award_id":"NRF-2022R1A2C2012706","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G8114076221","display_name":null,"funder_award_id":"RS-2021-II211381","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":132,"referenced_works":["https://openalex.org/W1682403713","https://openalex.org/W1895577753","https://openalex.org/W2015563892","https://openalex.org/W2194775991","https://openalex.org/W2242818861","https://openalex.org/W2476548250","https://openalex.org/W2551176409","https://openalex.org/W2560647685","https://openalex.org/W2613332842","https://openalex.org/W2738724892","https://openalex.org/W2782276075","https://openalex.org/W2791091755","https://openalex.org/W2922466325","https://openalex.org/W2926477959","https://openalex.org/W2947461406","https://openalex.org/W2948734064","https://openalex.org/W2954929116","https://openalex.org/W2962849139","https://openalex.org/W2962965870","https://openalex.org/W2963072899","https://openalex.org/W2963150697","https://openalex.org/W2963263347","https://openalex.org/W2963390791","https://openalex.org/W2963627347","https://openalex.org/W2964189064","https://openalex.org/W2995197345","https://openalex.org/W3020102814","https://openalex.org/W3021931813","https://openalex.org/W3034234149","https://openalex.org/W3035342403","https://openalex.org/W3094502228","https://openalex.org/W3104152799","https://openalex.org/W3118310857","https://openalex.org/W3118608800","https://openalex.org/W3138516171","https://openalex.org/W3140413839","https://openalex.org/W3159637683","https://openalex.org/W3174868646","https://openalex.org/W3174917907","https://openalex.org/W3175270254","https://openalex.org/W3175771944","https://openalex.org/W3177494822","https://openalex.org/W3180134609","https://openalex.org/W3180392831","https://openalex.org/W3194436063","https://openalex.org/W3207580420","https://openalex.org/W4200150166","https://openalex.org/W4225484930","https://openalex.org/W4225524130","https://openalex.org/W4226134030","https://openalex.org/W4229706055","https://openalex.org/W4292973282","https://openalex.org/W4308170803","https://openalex.org/W4309591863","https://openalex.org/W4312238419","https://openalex.org/W4312310436","https://openalex.org/W4312327301","https://openalex.org/W4312351187","https://openalex.org/W4312493191","https://openalex.org/W4312572119","https://openalex.org/W4312970380","https://openalex.org/W4313005250","https://openalex.org/W4313125684","https://openalex.org/W4319453812","https://openalex.org/W4319988532","https://openalex.org/W4386065502","https://openalex.org/W4386065591","https://openalex.org/W4386065618","https://openalex.org/W4386065719","https://openalex.org/W4386071704","https://openalex.org/W4386071957","https://openalex.org/W4386075494","https://openalex.org/W4386075595","https://openalex.org/W4386076680","https://openalex.org/W4390873328","https://openalex.org/W4390873464","https://openalex.org/W6640786210","https://openalex.org/W6683826617","https://openalex.org/W6684191040","https://openalex.org/W6690026940","https://openalex.org/W6726275242","https://openalex.org/W6726497184","https://openalex.org/W6738602802","https://openalex.org/W6741217325","https://openalex.org/W6742852309","https://openalex.org/W6751907932","https://openalex.org/W6751979845","https://openalex.org/W6755950020","https://openalex.org/W6757384668","https://openalex.org/W6758205582","https://openalex.org/W6760883817","https://openalex.org/W6761283764","https://openalex.org/W6761469101","https://openalex.org/W6762718338","https://openalex.org/W6763462227","https://openalex.org/W6764900172","https://openalex.org/W6768044712","https://openalex.org/W6768920361","https://openalex.org/W6774402226","https://openalex.org/W6776188292","https://openalex.org/W6779133958","https://openalex.org/W6779679106","https://openalex.org/W6779753539","https://openalex.org/W6779823529","https://openalex.org/W6780069234","https://openalex.org/W6780179280","https://openalex.org/W6780863075","https://openalex.org/W6780879210","https://openalex.org/W6784227514","https://openalex.org/W6784333009","https://openalex.org/W6784399590","https://openalex.org/W6784455800","https://openalex.org/W6784940669","https://openalex.org/W6787972765","https://openalex.org/W6788757688","https://openalex.org/W6790414116","https://openalex.org/W6790538114","https://openalex.org/W6797362500","https://openalex.org/W6800169315","https://openalex.org/W6802381560","https://openalex.org/W6802903043","https://openalex.org/W6803493554","https://openalex.org/W6804652073","https://openalex.org/W6810342604","https://openalex.org/W6841536812","https://openalex.org/W6843072423","https://openalex.org/W6846436217","https://openalex.org/W6847390006","https://openalex.org/W6848483209","https://openalex.org/W6849248325","https://openalex.org/W6849896277","https://openalex.org/W6850564508"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Inspired":[0],"by":[1],"the":[2,9,74,84,90],"Lottery":[3],"Ticket":[4],"Hypothesis":[5],"(LTH),":[6],"which":[7],"highlights":[8],"existence":[10],"of":[11,25,69,93,105,118],"efficient":[12,48],"subnetworks":[13,123],"within":[14,110],"larger,":[15],"dense":[16,44],"networks,":[17],"a":[18,67],"high-performing":[19],"Winning":[20],"Subnetwork":[21],"(WSN)":[22],"in":[23,50,163,170],"terms":[24],"task":[26,151],"performance":[27,152,162,169],"under":[28],"appropriate":[29],"sparsity":[30],"conditions":[31],"is":[32,78,96,112],"considered":[33,97],"for":[34,98,135],"various":[35,154],"continual":[36,136],"learning":[37,49],"tasks.":[38],"It":[39,114],"leverages":[40],"pre-existing":[41],"weights":[42,95],"from":[43],"networks":[45],"to":[46,72,80],"achieve":[47],"Task":[51],"Incremental":[52,57,64,100],"Learning":[53,58,65,101],"(TIL)":[54],"and":[55,120,141,165,167],"Task-agnostic":[56],"(TaIL)":[59],"scenarios.":[60],"In":[61],"Few-Shot":[62],"Class":[63],"(FSCIL),":[66],"variation":[68],"WSN":[70,94,111],"referred":[71],"as":[73],"Soft":[75],"subnetwork":[76],"(SoftNet)":[77],"designed":[79],"prevent":[81],"overfitting":[82],"when":[83],"data":[85],"samples":[86],"are":[87],"scarce.":[88],"Furthermore,":[89],"sparse":[91],"reuse":[92],"Video":[99],"(VIL).":[102],"The":[103],"use":[104],"Fourier":[106],"Subneural":[107],"Operator":[108],"(FSO)":[109],"considered.":[113],"enables":[115],"compact":[116],"encoding":[117],"videos":[119],"identifies":[121],"reusable":[122],"across":[124],"varying":[125],"bandwidths.":[126],"We":[127],"have":[128],"integrated":[129],"FSO":[130,159],"into":[131],"different":[132],"architectural":[133],"frameworks":[134],"learning,":[137],"including":[138],"VIL,":[139],"TIL,":[140],"FSCIL.":[142],"Our":[143],"comprehensive":[144],"experiments":[145],"demonstrate":[146],"FSO's":[147],"effectiveness,":[148],"significantly":[149],"improving":[150],"at":[153],"convolutional":[155],"representational":[156],"levels.":[157],"Specifically,":[158],"enhances":[160],"higher-layer":[161],"TIL":[164],"FSCIL":[166],"lower-layer":[168],"VIL.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}