{"id":"https://openalex.org/W4391306582","doi":"https://doi.org/10.1109/smc53992.2023.10393967","title":"Continual Learning via Manifold Expansion Replay","display_name":"Continual Learning via Manifold Expansion Replay","publication_year":2023,"publication_date":"2023-10-01","ids":{"openalex":"https://openalex.org/W4391306582","doi":"https://doi.org/10.1109/smc53992.2023.10393967"},"language":"en","primary_location":{"id":"doi:10.1109/smc53992.2023.10393967","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smc53992.2023.10393967","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/A5108050757","display_name":"Zihao Xu","orcid":"https://orcid.org/0000-0003-4753-2664"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zihao Xu","raw_affiliation_strings":["Software Engineering Institute, East China Normal University,Shanghai,China","Software Engineering Institute, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Software Engineering Institute, East China Normal University,Shanghai,China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"Software Engineering Institute, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032121230","display_name":"Xuan Tang","orcid":"https://orcid.org/0000-0002-6074-9633"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Tang","raw_affiliation_strings":["school of communication & electronic engineering, East China Normal University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"school of communication & electronic engineering, East China Normal University,Shanghai,China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089019283","display_name":"Yufei Shi","orcid":"https://orcid.org/0000-0002-6999-0191"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufei Shi","raw_affiliation_strings":["School of Medicine, Sun Yat-sen University,Department of Medical Informatics and Zhongshan,Guangzhou,China","Department of Medical Informatics and Zhongshan, School of Medicine, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Medicine, Sun Yat-sen University,Department of Medical Informatics and Zhongshan,Guangzhou,China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Department of Medical Informatics and Zhongshan, School of Medicine, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374699","display_name":"Jianfeng Zhang","orcid":"https://orcid.org/0000-0001-7218-6383"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Zhang","raw_affiliation_strings":["Software Engineering Institute, East China Normal University,Shanghai,China","Software Engineering Institute, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Software Engineering Institute, East China Normal University,Shanghai,China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"Software Engineering Institute, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100726984","display_name":"Jian Yang","orcid":"https://orcid.org/0000-0003-4800-832X"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]},{"id":"https://openalex.org/I4210120373","display_name":"Geospatial Research (United Kingdom)","ror":"https://ror.org/02qq5pa23","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210120373"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Jian Yang","raw_affiliation_strings":["School of Geospatial Information, Information Engineering University,Zhengzhou,China","School of Geospatial Information, Information Engineering University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Geospatial Information, Information Engineering University,Zhengzhou,China","institution_ids":["https://openalex.org/I169689159","https://openalex.org/I4210120373"]},{"raw_affiliation_string":"School of Geospatial Information, Information Engineering University, Zhengzhou, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025413633","display_name":"Mingsong Chen","orcid":"https://orcid.org/0000-0002-3922-0989"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingsong Chen","raw_affiliation_strings":["Software Engineering Institute, East China Normal University,Shanghai,China","Software Engineering Institute, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Software Engineering Institute, East China Normal University,Shanghai,China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"Software Engineering Institute, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xian Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Wei","raw_affiliation_strings":["Software Engineering Institute, East China Normal University,Shanghai,China","Software Engineering Institute, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Software Engineering Institute, East China Normal University,Shanghai,China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"Software Engineering Institute, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5108050757"],"corresponding_institution_ids":["https://openalex.org/I66867065"],"apc_list":null,"apc_paid":null,"fwci":0.3439,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68371429,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"733","last_page":"738"},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9988999962806702,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9735999703407288,"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":0.8724276423454285},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8009188175201416},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.563930332660675},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5584659576416016},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.5442585349082947},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4665761888027191},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43891599774360657},{"id":"https://openalex.org/keywords/nonlinear-dimensionality-reduction","display_name":"Nonlinear dimensionality reduction","score":0.4134017825126648},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.24235233664512634},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.0838029682636261}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.8724276423454285},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8009188175201416},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.563930332660675},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5584659576416016},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.5442585349082947},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4665761888027191},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43891599774360657},{"id":"https://openalex.org/C151876577","wikidata":"https://www.wikidata.org/wiki/Q7049464","display_name":"Nonlinear dimensionality reduction","level":3,"score":0.4134017825126648},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.24235233664512634},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0838029682636261},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc53992.2023.10393967","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/smc53992.2023.10393967","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":43,"referenced_works":["https://openalex.org/W1579705726","https://openalex.org/W2036963181","https://openalex.org/W2060277733","https://openalex.org/W2473930607","https://openalex.org/W2474280151","https://openalex.org/W2554616628","https://openalex.org/W2560647685","https://openalex.org/W2583761661","https://openalex.org/W2765101016","https://openalex.org/W2786446225","https://openalex.org/W2806984819","https://openalex.org/W2902456977","https://openalex.org/W2902625698","https://openalex.org/W2926477959","https://openalex.org/W2947461406","https://openalex.org/W2949995560","https://openalex.org/W2962707369","https://openalex.org/W2963072899","https://openalex.org/W2963390791","https://openalex.org/W2963588172","https://openalex.org/W2964048876","https://openalex.org/W2964189064","https://openalex.org/W2974317861","https://openalex.org/W3000677656","https://openalex.org/W3013325675","https://openalex.org/W3082248862","https://openalex.org/W3098511564","https://openalex.org/W4287751449","https://openalex.org/W4287814827","https://openalex.org/W4295883599","https://openalex.org/W4298116016","https://openalex.org/W4312905681","https://openalex.org/W4319988532","https://openalex.org/W6736334413","https://openalex.org/W6741087337","https://openalex.org/W6741217325","https://openalex.org/W6747837551","https://openalex.org/W6751591294","https://openalex.org/W6751907932","https://openalex.org/W6756754374","https://openalex.org/W6761469101","https://openalex.org/W6764645560","https://openalex.org/W6776188292"],"related_works":["https://openalex.org/W4386603768","https://openalex.org/W2950475743","https://openalex.org/W2886711096","https://openalex.org/W2750384547","https://openalex.org/W4380078352","https://openalex.org/W3046591097","https://openalex.org/W4389249638","https://openalex.org/W2733410219","https://openalex.org/W1236752751","https://openalex.org/W4389060372"],"abstract_inverted_index":{"In":[0,139],"continual":[1,26,177],"learning,":[2],"the":[3,46,91,95,99,105,110,123,126,131,134,169,174,181,184],"learner":[4],"learns":[5],"multiple":[6],"tasks":[7],"in":[8,45,98,133,176],"sequence,":[9],"with":[10],"data":[11],"being":[12],"acquired":[13],"only":[14],"once":[15],"for":[16],"each":[17],"task.":[18],"Catastrophic":[19],"forgetting":[20,62],"is":[21],"a":[22,53,78,117],"major":[23],"challenge":[24],"to":[25,38,64,103,120,152],"learning.":[27],"To":[28,72,112],"reduce":[29],"forgetting,":[30],"some":[31],"existing":[32],"rehearsal-based":[33],"methods":[34],"use":[35],"episodic":[36,100],"memory":[37,101,137],"replay":[39,80],"samples":[40],"of":[41,48,94,109,125,146,183],"previous":[42,154],"tasks.":[43],"However,":[44],"process":[47],"knowledge":[49,96,132],"integration":[50],"when":[51],"learning":[52,178],"new":[54,70],"task,":[55],"this":[56,74,113],"strategy":[57,81,119],"also":[58],"suffers":[59],"from":[60],"catastrophic":[61],"due":[63],"an":[65],"imbalance":[66],"between":[67],"old":[68],"and":[69,107,164],"knowledge.":[71,155],"address":[73],"problem,":[75],"we":[76,115,141,166],"propose":[77,116],"novel":[79],"called":[82],"Manifold":[83],"Expansion":[84],"Replay":[85],"(MaER).":[86],"We":[87],"argue":[88],"that":[89,168],"expanding":[90],"implicit":[92,127],"manifold":[93,128],"representation":[97],"helps":[102],"improve":[104],"robustness":[106],"expressiveness":[108],"model.":[111],"end,":[114],"greedy":[118],"keep":[121],"increasing":[122],"diameter":[124],"represented":[129],"by":[130],"buffer":[135],"during":[136],"management.":[138],"addition,":[140],"introduce":[142],"Wasserstein":[143],"distance":[144],"instead":[145],"cross":[147],"entropy":[148],"as":[149],"distillation":[150],"loss":[151],"preserve":[153],"With":[156],"extensive":[157],"experimental":[158],"validation":[159],"on":[160],"MNIST,":[161],"CIFAR10,":[162],"CIFAR100,":[163],"TinyImageNet,":[165],"show":[167],"proposed":[170],"method":[171],"significantly":[172],"improves":[173],"accuracy":[175],"setup,":[179],"outperforming":[180],"state":[182],"arts.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}