{"id":"https://openalex.org/W4400033029","doi":"https://doi.org/10.1109/tkde.2024.3419449","title":"Hessian Aware Low-Rank Perturbation for Order-Robust Continual Learning","display_name":"Hessian Aware Low-Rank Perturbation for Order-Robust Continual Learning","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4400033029","doi":"https://doi.org/10.1109/tkde.2024.3419449"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2024.3419449","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2024.3419449","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"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 Knowledge and Data Engineering","raw_type":"journal-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/A5100325954","display_name":"Jiaqi Li","orcid":"https://orcid.org/0000-0002-8330-0230"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jiaqi Li","raw_affiliation_strings":["Department of Computer Science, University of Western Ontario, London, ON, Canada","the Vector Institute, Toronto, ON, Canada","Mcgill University, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8330-0230","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Mcgill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018790130","display_name":"Yuanhao Lai","orcid":"https://orcid.org/0000-0002-9154-5668"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yuanhao Lai","raw_affiliation_strings":["Department of Computer Science, University of Western Ontario, London, ON, Canada","the Vector Institute, Toronto, ON, Canada","Mcgill University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Mcgill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114803815","display_name":"Rui Wang","orcid":"https://orcid.org/0009-0009-2490-4593"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Rui Wang","raw_affiliation_strings":["Department of Automotive Engineering, Beihang University, Beijing, China","the Vector Institute, Toronto, ON, Canada","Dept. of Computer Science, University of Western Ontario, London, ON, Canada"],"raw_orcid":"https://orcid.org/0009-0009-2490-4593","affiliations":[{"raw_affiliation_string":"Department of Automotive Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025237372","display_name":"Changjian Shui","orcid":"https://orcid.org/0000-0001-6447-6559"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Changjian Shui","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Mcgill University, Montreal, QC, Canada","Dept. of Computer Science, University of Western Ontario, London, ON, Canada","the Vector Institute, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6447-6559","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Mcgill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073995594","display_name":"Sabyasachi Sahoo","orcid":"https://orcid.org/0009-0009-0357-912X"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sabyasachi Sahoo","raw_affiliation_strings":["Department of Electrical Engineering and Computer Engineering, Laval University, Québec, QC, Canada","the Vector Institute, Toronto, ON, Canada","Dept. of Computer Science, University of Western Ontario, London, ON, Canada"],"raw_orcid":"https://orcid.org/0009-0009-0357-912X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Engineering, Laval University, Québec, QC, Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027158588","display_name":"Charles X. Ling","orcid":"https://orcid.org/0000-0003-3797-1348"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Charles X. Ling","raw_affiliation_strings":["Department of Computer Science, University of Western Ontario, London, ON, Canada","Mcgill University, Montreal, QC, Canada","the Vector Institute, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3797-1348","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"Mcgill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025307891","display_name":"Shichun Yang","orcid":"https://orcid.org/0000-0003-3426-7988"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Shichun Yang","raw_affiliation_strings":["Department of Automotive Engineering, Beihang University, Beijing, China","the Vector Institute, Toronto, ON, Canada","Dept. of Computer Science, University of Western Ontario, London, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3426-7988","affiliations":[{"raw_affiliation_string":"Department of Automotive Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100383954","display_name":"Boyu Wang","orcid":"https://orcid.org/0000-0002-6108-3589"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Boyu Wang","raw_affiliation_strings":["Department of Computer Science, University of Western Ontario, London, ON, Canada","the Vector Institute, Toronto, ON, Canada","Mcgill University, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6108-3589","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Mcgill University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045218915","display_name":"Christian Gagn\u00e9","orcid":"https://orcid.org/0000-0003-3697-4184"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Christian Gagn\u00e9","raw_affiliation_strings":["Department of Electrical Engineering and Computer Engineering, Laval University, Québec, QC, Canada","the Vector Institute, Toronto, ON, Canada","Dept. of Computer Science, University of Western Ontario, London, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3697-4184","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Engineering, Laval University, Québec, QC, Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077610457","display_name":"Fan Zhou","orcid":"https://orcid.org/0000-0003-1736-2641"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]},{"id":"https://openalex.org/I4210127509","display_name":"Vector Institute","ror":"https://ror.org/03kqdja62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210127509"]},{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CA","CN"],"is_corresponding":true,"raw_author_name":"Fan Zhou","raw_affiliation_strings":["Department of Automotive Engineering, Beihang University, Beijing, China","Dept. of Computer Science, University of Western Ontario, London, ON, Canada","the Vector Institute, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1736-2641","affiliations":[{"raw_affiliation_string":"Department of Automotive Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]},{"raw_affiliation_string":"the Vector Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I4210127509"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5077610457"],"corresponding_institution_ids":["https://openalex.org/I125749732","https://openalex.org/I4210127509","https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":0.588,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65116216,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"36","issue":"11","first_page":"6385","last_page":"6396"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11609","display_name":"Geophysical Methods and Applications","score":0.9736999869346619,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11609","display_name":"Geophysical Methods and Applications","score":0.9736999869346619,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9581999778747559,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9375,"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":0.7299226522445679},{"id":"https://openalex.org/keywords/hessian-matrix","display_name":"Hessian matrix","score":0.6947609186172485},{"id":"https://openalex.org/keywords/perturbation","display_name":"Perturbation (astronomy)","score":0.5483454465866089},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4489910304546356},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34446024894714355},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3366906940937042},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17648068070411682},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.16812556982040405}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7299226522445679},{"id":"https://openalex.org/C203616005","wikidata":"https://www.wikidata.org/wiki/Q620495","display_name":"Hessian matrix","level":2,"score":0.6947609186172485},{"id":"https://openalex.org/C177918212","wikidata":"https://www.wikidata.org/wiki/Q803623","display_name":"Perturbation (astronomy)","level":2,"score":0.5483454465866089},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4489910304546356},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34446024894714355},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3366906940937042},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17648068070411682},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.16812556982040405},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2024.3419449","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2024.3419449","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.6600000262260437,"display_name":"Climate action"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2004026774","https://openalex.org/W2007339694","https://openalex.org/W2108598243","https://openalex.org/W2143185028","https://openalex.org/W2194321275","https://openalex.org/W2335728318","https://openalex.org/W2560647685","https://openalex.org/W2750384547","https://openalex.org/W2883604340","https://openalex.org/W2899771611","https://openalex.org/W2912515466","https://openalex.org/W2963390791","https://openalex.org/W2964189064","https://openalex.org/W2982041622","https://openalex.org/W3011226933","https://openalex.org/W3030364939","https://openalex.org/W3035016149","https://openalex.org/W3035965352","https://openalex.org/W3095508601","https://openalex.org/W3099878876","https://openalex.org/W3118608800","https://openalex.org/W3141797743","https://openalex.org/W3173747377","https://openalex.org/W3190534097","https://openalex.org/W3197269428","https://openalex.org/W3199902909","https://openalex.org/W4283772959","https://openalex.org/W4298857780","https://openalex.org/W4312705126","https://openalex.org/W4319988532","https://openalex.org/W4323064896","https://openalex.org/W4379780990","https://openalex.org/W4385064145","https://openalex.org/W4386075595","https://openalex.org/W6685891324","https://openalex.org/W6742852309","https://openalex.org/W6743688258","https://openalex.org/W6755950020","https://openalex.org/W6756040250","https://openalex.org/W6757384668","https://openalex.org/W6758205582","https://openalex.org/W6761469101","https://openalex.org/W6763411897","https://openalex.org/W6764900172","https://openalex.org/W6769244778","https://openalex.org/W6770425567","https://openalex.org/W6770934496","https://openalex.org/W6771574350","https://openalex.org/W6779133958","https://openalex.org/W6784399590","https://openalex.org/W6787972765","https://openalex.org/W6788757688","https://openalex.org/W6790852632","https://openalex.org/W6849896277","https://openalex.org/W6850439770","https://openalex.org/W6854862122"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Continual":[0],"learning":[1],"aims":[2],"to":[3,49,88,116,143],"learn":[4],"a":[5,129],"series":[6],"of":[7,61,92,149],"tasks":[8,41],"sequentially":[9],"without":[10],"forgetting":[11,173],"the":[12,16,24,35,39,43,51,55,62,69,73,76,89,93,98,108,118,145,172],"knowledge":[13],"acquired":[14],"from":[15],"previous":[17],"ones.":[18],"In":[19],"this":[20],"work,":[21],"we":[22,47,66,106],"propose":[23,48],"Hessian":[25,74],"Aware":[26],"Low-Rank":[27],"Perturbation":[28],"algorithm":[29],"for":[30],"continual":[31],"learning.":[32],"By":[33],"modeling":[34],"parameter":[36,119],"transitions":[37],"along":[38],"sequential":[40],"with":[42,131],"weight":[44],"matrix":[45],"transformation,":[46],"apply":[50],"low-rank":[52,78,102],"approximation":[53,81,103],"on":[54,125,161],"task-adaptive":[56],"parameters":[57,115],"in":[58,165],"each":[59],"layer":[60],"neural":[63],"networks.":[64],"Specifically,":[65],"theoretically":[67],"demonstrate":[68,144],"quantitative":[70],"relationship":[71],"between":[72],"and":[75,101,134,147,170],"proposed":[77,151],"approximation.":[79],"The":[80],"ranks":[82],"are":[83],"then":[84],"globally":[85],"determined":[86],"according":[87],"marginal":[90],"change":[91],"empirical":[94],"loss":[95],"estimated":[96],"by":[97,111],"layer-specific":[99],"gradient":[100],"error.":[104],"Furthermore,":[105],"control":[107],"model":[109],"capacity":[110],"pruning":[112],"less":[113],"important":[114],"diminish":[117],"growth.":[120],"We":[121],"conduct":[122],"extensive":[123],"experiments":[124],"various":[126],"benchmarks,":[127,163],"including":[128],"dataset":[130],"large-scale":[132],"tasks,":[133],"compare":[135],"our":[136,150,157],"method":[137,158],"against":[138],"some":[139],"recent":[140],"state-of-the-art":[141],"methods":[142],"effectiveness":[146],"scalability":[148],"method.":[152],"Empirical":[153],"results":[154],"show":[155],"that":[156],"performs":[159],"better":[160],"different":[162],"especially":[164],"achieving":[166],"task":[167],"order":[168],"robustness":[169],"handling":[171],"issue.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2025-10-10T00:00:00"}