{"id":"https://openalex.org/W4392931078","doi":"https://doi.org/10.1109/icassp48485.2024.10447451","title":"Dynamic Replay Training for Class-Incremental Learning","display_name":"Dynamic Replay Training for Class-Incremental Learning","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392931078","doi":"https://doi.org/10.1109/icassp48485.2024.10447451"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10447451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5102267106","display_name":"Yan Yang","orcid":"https://orcid.org/0009-0004-3877-3399"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Yang","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology","State Key Laboratory for Novel Software Technology, Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101319623","display_name":"Dongdong Ren","orcid":"https://orcid.org/0000-0002-8360-4947"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongdong Ren","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology","State Key Laboratory for Novel Software Technology, Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040090541","display_name":"Chenglei Peng","orcid":"https://orcid.org/0000-0003-2030-2877"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]},{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenglei Peng","raw_affiliation_strings":["Nanjing University,The School of Electronic Science and Engineering","The School of Electronic Science and Engineering, Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,The School of Electronic Science and Engineering","institution_ids":["https://openalex.org/I36399199","https://openalex.org/I200845125"]},{"raw_affiliation_string":"The School of Electronic Science and Engineering, Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066091819","display_name":"Jing Huo","orcid":"https://orcid.org/0000-0002-8504-455X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Huo","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology","State Key Laboratory for Novel Software Technology, Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100462996","display_name":"Wenbin Li","orcid":"https://orcid.org/0000-0002-0935-7124"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbin Li","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology","State Key Laboratory for Novel Software Technology, Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074250521","display_name":"Yang Gao","orcid":"https://orcid.org/0000-0002-2488-1813"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Gao","raw_affiliation_strings":["Nanjing University,State Key Laboratory for Novel Software Technology","State Key Laboratory for Novel Software Technology, Nanjing University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,State Key Laboratory for Novel Software Technology","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5915","last_page":"5919"},"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":0.9994999766349792,"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":0.9994999766349792,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9674000144004822,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.9694420099258423},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.845881462097168},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.7486411333084106},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.6582885980606079},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6369068622589111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5315244793891907},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4978756904602051},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.41889074444770813},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4123801589012146},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.053633928298950195}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.9694420099258423},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.845881462097168},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.7486411333084106},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.6582885980606079},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6369068622589111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5315244793891907},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4978756904602051},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.41889074444770813},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4123801589012146},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.053633928298950195},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10447451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2339888215","display_name":null,"funder_award_id":"62106100","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2767813700","display_name":null,"funder_award_id":"62192783","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3114819178","display_name":null,"funder_award_id":"2023QNRC001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7153191022","display_name":null,"funder_award_id":"BK20221441","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2440599146","https://openalex.org/W2767106145","https://openalex.org/W2884282566","https://openalex.org/W2922656120","https://openalex.org/W2939137134","https://openalex.org/W2948734064","https://openalex.org/W2954929116","https://openalex.org/W2964050365","https://openalex.org/W2964189064","https://openalex.org/W2981864462","https://openalex.org/W2992308087","https://openalex.org/W3007041883","https://openalex.org/W3034856281","https://openalex.org/W3100156920","https://openalex.org/W3144281354","https://openalex.org/W4220918847","https://openalex.org/W4319653960","https://openalex.org/W4372260489","https://openalex.org/W4392173735","https://openalex.org/W6787972765","https://openalex.org/W6849414221","https://openalex.org/W6849934282"],"related_works":["https://openalex.org/W4287067590","https://openalex.org/W3186262193","https://openalex.org/W3192176272","https://openalex.org/W4297634446","https://openalex.org/W4391158518","https://openalex.org/W4381322349","https://openalex.org/W3085307110","https://openalex.org/W3157400488","https://openalex.org/W4382021137","https://openalex.org/W2892655153"],"abstract_inverted_index":{"Replay-based":[0],"methods":[1,27],"for":[2],"Class-Incremental":[3],"Learning":[4],"(CIL)":[5],"typically":[6],"employ":[7],"new":[8],"classes":[9,16],"and":[10,33,109,119,129],"a":[11,51,73,102],"limited":[12],"subset":[13],"of":[14,63,86,127,133],"old":[15],"stored":[17],"in":[18,65,121,131],"memory":[19,95],"to":[20,30,48,81,105,137],"facilitate":[21],"the":[22,37,60,66,83,91,138,142],"model":[23,38],"training.":[24],"However,":[25],"these":[26],"often":[28],"lead":[29],"class":[31,52,110],"imbalance":[32,53],"catastrophic":[34,107],"forgetting,":[35],"where":[36],"forgets":[39],"previously":[40,87],"learned":[41,88],"tasks.":[42],"While":[43],"some":[44],"studies":[45],"have":[46],"attempted":[47],"address":[49,82],"such":[50],"issue,":[54],"they":[55],"do":[56],"not":[57],"fully":[58],"consider":[59],"dynamic":[61,84],"nature":[62],"forgetting":[64,85,108],"model.":[67,92],"In":[68],"this":[69],"paper,":[70],"we":[71],"propose":[72],"novel":[74,103],"method":[75,114,140],"called":[76],"Dynamic":[77],"Replay":[78],"Training":[79],"(DRT)":[80],"tasks":[89],"by":[90],"DRT":[93],"replays":[94],"data":[96],"with":[97],"dynamically":[98],"changing":[99],"frequencies,":[100],"offering":[101],"perspective":[104],"tackle":[106],"imbalance.":[111],"The":[112],"proposed":[113],"is":[115],"evaluated":[116],"on":[117,141],"CIFAR-100":[118],"ImageNet-100":[120],"various":[122],"settings,":[123],"showing":[124],"significant":[125],"improvements":[126],"8.28%":[128],"4.53%":[130],"terms":[132],"classification":[134],"accuracy":[135],"compared":[136],"baseline":[139],"two":[143],"datasets,":[144],"respectively.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
