{"id":"https://openalex.org/W4403479156","doi":"https://doi.org/10.3233/faia240826","title":"Natural Mitigation of Catastrophic Interference: Continual Learning in Power-Law Learning Environments","display_name":"Natural Mitigation of Catastrophic Interference: Continual Learning in Power-Law Learning Environments","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403479156","doi":"https://doi.org/10.3233/faia240826"},"language":"en","primary_location":{"id":"doi:10.3233/faia240826","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240826","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240826","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240826","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104233367","display_name":"Atith Gandhi","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Atith Gandhi","raw_affiliation_strings":["Georgia Institute of Technology"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030471602","display_name":"Raj Sanjay Shah","orcid":"https://orcid.org/0000-0002-0847-8426"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raj Sanjay Shah","raw_affiliation_strings":["Georgia Institute of Technology"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055061116","display_name":"Vijay Marupudi","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijay Marupudi","raw_affiliation_strings":["Georgia Institute of Technology"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036602199","display_name":"Sashank Varma","orcid":"https://orcid.org/0000-0002-1107-0982"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sashank Varma","raw_affiliation_strings":["Georgia Institute of Technology"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5104233367"],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.54741784,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.133200004696846,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.133200004696846,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.4750007390975952},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.4268040060997009},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4235285818576813},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3652452826499939},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2975570559501648},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.17022964358329773},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12313991785049438},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08027005195617676}],"concepts":[{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.4750007390975952},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.4268040060997009},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4235285818576813},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3652452826499939},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2975570559501648},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.17022964358329773},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12313991785049438},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08027005195617676},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0},{"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia240826","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240826","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240826","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia240826","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240826","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240826","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.550000011920929,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403479156.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2375786911","https://openalex.org/W4283262748","https://openalex.org/W2367630196","https://openalex.org/W756944427","https://openalex.org/W2349547031","https://openalex.org/W2502773048","https://openalex.org/W4252362398","https://openalex.org/W48866389","https://openalex.org/W2358871510","https://openalex.org/W278619663"],"abstract_inverted_index":{"Neural":[0],"networks":[1],"often":[2],"suffer":[3],"from":[4],"catastrophic":[5],"interference":[6],"(CI):":[7],"performance":[8],"on":[9],"previously":[10],"learned":[11],"tasks":[12,31,171],"drops":[13],"off":[14],"significantly":[15],"when":[16,124],"learning":[17,49,111,200],"a":[18,62,80,84,178],"new":[19,30,196],"task.":[20],"This":[21,59],"contrasts":[22],"strongly":[23],"with":[24],"humans,":[25],"who":[26],"can":[27],"continually":[28],"learn":[29],"without":[32],"appreciably":[33],"forgetting":[34],"previous":[35],"tasks.":[36],"Prior":[37],"work":[38],"has":[39],"explored":[40],"various":[41],"techniques":[42,97,190],"for":[43,98,151,154,180,198],"mitigating":[44,99,145],"CI":[45,100,123,146],"and":[46,56,172,174],"promoting":[47],"continual":[48,199],"such":[50],"as":[51,83],"regularization,":[52],"rehearsal,":[53],"generative":[54],"replay,":[55],"context-specific":[57],"components.":[58],"paper":[60],"takes":[61],"different":[63],"approach,":[64],"one":[65],"guided":[66],"by":[67],"cognitive":[68],"science":[69],"research":[70],"showing":[71],"that":[72,96,138,166],"in":[73,108,127,191],"naturalistic":[74,110],"environments,":[75,129],"the":[76,87,105,116,119,152,175],"probability":[77],"of":[78,86,118,122,160,177],"encountering":[79],"task":[81],"decreases":[82],"power-law":[85,128,192],"time":[88],"since":[89],"it":[90],"was":[91],"last":[92],"performed.":[93],"We":[94],"argue":[95],"should":[101],"be":[102],"compared":[103],"against":[104],"intrinsic":[106],"mitigation":[107,121,189],"simulated":[109],"environments.":[112],"Thus,":[113],"we":[114,186],"evaluate":[115],"extent":[117],"natural":[120,139],"training":[125],"models":[126],"similar":[130],"to":[131,169,194],"those":[132],"humans":[133],"face.":[134],"Our":[135],"results":[136],"show":[137],"rehearsal":[140,165],"environments":[141,193],"are":[142],"better":[143,155],"at":[144],"than":[147],"existing":[148],"methods,":[149],"calling":[150],"need":[153,179],"evaluation":[156],"processes.":[157],"The":[158],"benefits":[159],"this":[161],"environment":[162],"include":[163],"simplicity,":[164],"is":[167],"agnostic":[168],"both":[170],"models,":[173],"lack":[176],"extra":[181],"neural":[182],"circuitry.":[183],"In":[184],"addition,":[185],"explore":[187],"popular":[188],"create":[195],"baselines":[197],"research.":[201]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}