{"id":"https://openalex.org/W4214520787","doi":"https://doi.org/10.1109/access.2022.3155451","title":"Single-Head Lifelong Learning Based on Distilling Knowledge","display_name":"Single-Head Lifelong Learning Based on Distilling Knowledge","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4214520787","doi":"https://doi.org/10.1109/access.2022.3155451"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3155451","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3155451","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09722932.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09722932.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025678779","display_name":"Yen-Hsiang Wang","orcid":"https://orcid.org/0000-0002-9853-6975"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yen-Hsiang Wang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Central University, Taoyuan City, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-9853-6975","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Central University, Taoyuan City, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087964642","display_name":"Chih\u2010Yang Lin","orcid":"https://orcid.org/0000-0002-0401-8473"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Yang Lin","raw_affiliation_strings":["Department of Electrical Engineering, Yuan Ze University, Taoyuan City, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-0401-8473","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Yuan Ze University, Taoyuan City, Taiwan","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087350928","display_name":"Tipajin Thaipisutikul","orcid":"https://orcid.org/0000-0002-2538-1108"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Tipajin Thaipisutikul","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Salaya, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-2538-1108","affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Salaya, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081089928","display_name":"Timothy K. Shih","orcid":"https://orcid.org/0000-0003-4154-4752"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Timothy K. Shih","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Central University, Taoyuan City, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-4154-4752","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Central University, Taoyuan City, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.6561,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.72649496,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"10","issue":null,"first_page":"35469","last_page":"35478"},"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":0.9997000098228455,"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":0.9997000098228455,"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":0.9937000274658203,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.8662421703338623},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.8285156488418579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8179987668991089},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6723341941833496},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6069824695587158},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5401470065116882},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.4848155081272125},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48130929470062256},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.479230672121048},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.447103351354599},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08701986074447632}],"concepts":[{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.8662421703338623},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.8285156488418579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8179987668991089},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6723341941833496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6069824695587158},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5401470065116882},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.4848155081272125},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48130929470062256},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.479230672121048},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.447103351354599},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08701986074447632},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3155451","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3155451","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09722932.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f96f83778e364148acb8b3642dfda4a6","is_oa":false,"landing_page_url":"https://doaj.org/article/f96f83778e364148acb8b3642dfda4a6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 35469-35478 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3155451","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3155451","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09722932.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1758253551","display_name":null,"funder_award_id":"-2221-E-155","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G4143951077","display_name":null,"funder_award_id":"110-2221-E-155-039-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G4871424909","display_name":null,"funder_award_id":"MOST 110-2221-E-155-039-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214520787.pdf","grobid_xml":"https://content.openalex.org/works/W4214520787.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W2015452969","https://openalex.org/W2039708501","https://openalex.org/W2060277733","https://openalex.org/W2118978333","https://openalex.org/W2150355110","https://openalex.org/W2194775991","https://openalex.org/W2473930607","https://openalex.org/W2554616628","https://openalex.org/W2560647685","https://openalex.org/W2562319768","https://openalex.org/W2788388592","https://openalex.org/W2909912937","https://openalex.org/W2924448532","https://openalex.org/W2954929116","https://openalex.org/W2964189064","https://openalex.org/W2996514457","https://openalex.org/W3107810305","https://openalex.org/W3108827478","https://openalex.org/W3118608800","https://openalex.org/W6638523607","https://openalex.org/W6748082341","https://openalex.org/W6751689095","https://openalex.org/W6783655119","https://openalex.org/W6787972765","https://openalex.org/W6849896277"],"related_works":["https://openalex.org/W2099675708","https://openalex.org/W3105692649","https://openalex.org/W3035044811","https://openalex.org/W2391375650","https://openalex.org/W3042725540","https://openalex.org/W3104090274","https://openalex.org/W2961085424","https://openalex.org/W3167278285","https://openalex.org/W2128707566","https://openalex.org/W4306674287"],"abstract_inverted_index":{"Within":[0],"the":[1,5,30,41,52,66,71,76,80,96,110,135,148,151,162,166],"machine":[2],"learning":[3,28,82],"field,":[4],"main":[6],"purpose":[7],"of":[8,79,99,137],"lifelong":[9,81,103],"learning,":[10,15],"also":[11,64],"known":[12],"as":[13,24],"continuous":[14],"is":[16],"to":[17,21,39,141,147],"enable":[18],"neural":[19,42],"networks":[20],"learn":[22],"continuously,":[23],"humans":[25],"do.":[26],"Lifelong":[27],"accumulates":[29],"knowledge":[31,90,100],"learned":[32],"from":[33,95,112,144],"previous":[34,57,145],"tasks":[35,58,146],"and":[36,115,127],"transfers":[37],"it":[38],"support":[40],"network":[43,140],"in":[44,102,118,150],"future":[45],"tasks.":[46],"This":[47],"technique":[48],"not":[49],"only":[50],"avoids":[51],"catastrophic":[53],"forgetting":[54],"problem":[55],"with":[56,70,165],"when":[59],"training":[60],"new":[61],"tasks,":[62],"but":[63],"makes":[65],"model":[67,149,159],"more":[68],"robust":[69],"temporal":[72],"evolution.":[73],"Motivated":[74],"by":[75,169],"recent":[77],"intervention":[78],"technique,":[83],"this":[84,138],"paper":[85],"presents":[86],"a":[87,119],"novel":[88],"feature-based":[89],"distillation":[91,101],"method":[92,108],"that":[93,122,156],"differs":[94],"existing":[97],"methods":[98],"learning.":[104],"Specifically,":[105],"our":[106,157],"proposed":[107,158],"utilizes":[109],"features":[111],"intermediate":[113],"layers":[114],"compresses":[116],"them":[117],"unique":[120],"way":[121],"involves":[123],"global":[124],"average":[125],"pooling":[126],"fully":[128],"connected":[129],"layers.":[130],"The":[131],"authors":[132],"then":[133],"use":[134],"output":[136],"branch":[139],"deliver":[142],"information":[143],"future.":[152],"Extensive":[153],"experiments":[154],"show":[155],"consistency":[160],"outperforms":[161],"state-of-the-art":[163],"baselines":[164],"accuracy":[167],"metric":[168],"at":[170],"least":[171],"two":[172],"percent":[173],"improvement":[174],"under":[175],"different":[176],"experimental":[177],"settings.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
