{"id":"https://openalex.org/W7084039439","doi":"https://doi.org/10.1109/infocom55648.2025.11044615","title":"Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection","display_name":"Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection","publication_year":2025,"publication_date":"2025-05-19","ids":{"openalex":"https://openalex.org/W7084039439","doi":"https://doi.org/10.1109/infocom55648.2025.11044615"},"language":"en","primary_location":{"id":"doi:10.1109/infocom55648.2025.11044615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom55648.2025.11044615","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2025 - IEEE Conference on Computer Communications","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":null,"display_name":"Xinchen Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Xinchen Zhang","raw_affiliation_strings":["The University of Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Running Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Running Zhao","raw_affiliation_strings":["The University of Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhihan Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhihan Jiang","raw_affiliation_strings":["The University of Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Handi Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Handi Chen","raw_affiliation_strings":["The University of Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yulong Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulong Ding","raw_affiliation_strings":["Southern University of Science and Technology,Shenzhen Key Laboratory of Safety and Security for Next Generation of Industrial Internet"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Shenzhen Key Laboratory of Safety and Security for Next Generation of Industrial Internet","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Edith C.H. Ngai","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Edith C.H. Ngai","raw_affiliation_strings":["The University of Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":null,"display_name":"Shuang-Hua Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Shuang-Hua Yang","raw_affiliation_strings":["The University of Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I889458895"],"apc_list":null,"apc_paid":null,"fwci":21.8973,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.99508049,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11228","display_name":"Bat Biology and Ecology Studies","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11228","display_name":"Bat Biology and Ecology Studies","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10332","display_name":"Amphibian and Reptile Biology","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.8722000122070312},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.7077999711036682},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5813999772071838},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5769000053405762},{"id":"https://openalex.org/keywords/safeguarding","display_name":"Safeguarding","score":0.48429998755455017},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.42500001192092896},{"id":"https://openalex.org/keywords/strategic-planning","display_name":"Strategic planning","score":0.4050999879837036}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.8722000122070312},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.7077999711036682},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6495000123977661},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5813999772071838},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5769000053405762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5385000109672546},{"id":"https://openalex.org/C2776743756","wikidata":"https://www.wikidata.org/wiki/Q5097921","display_name":"Safeguarding","level":2,"score":0.48429998755455017},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.42500001192092896},{"id":"https://openalex.org/C48243021","wikidata":"https://www.wikidata.org/wiki/Q932522","display_name":"Strategic planning","level":2,"score":0.4050999879837036},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39980000257492065},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.3546000123023987},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2985000014305115},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.295199990272522},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.28529998660087585},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.26100000739097595},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.26019999384880066},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.2572999894618988},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocom55648.2025.11044615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom55648.2025.11044615","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2025 - IEEE Conference on Computer Communications","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":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Intrusion":[0],"Detection":[1],"Systems":[2],"(IDS)":[3],"are":[4,21],"crucial":[5],"for":[6,70,193],"safeguarding":[7],"digital":[8],"infrastructure.":[9],"In":[10,55],"dynamic":[11],"network":[12,194],"environments,":[13],"both":[14],"threat":[15],"landscapes":[16],"and":[17,43,63,95,156,183],"normal":[18],"operational":[19],"behaviors":[20],"constantly":[22,78],"changing,":[23],"resulting":[24],"in":[25],"concept":[26,36,174,191],"drift.":[27,175],"While":[28],"continuous":[29,73],"learning":[30,68],"mitigates":[31],"the":[32,52,115,119,124,145,158,163,170],"adverse":[33],"effects":[34],"of":[35,46,147,165,179],"drift,":[37],"insufficient":[38],"attention":[39],"to":[40,90,100,121,140,173,190],"drift":[41,135,192],"patterns":[42,154],"excessive":[44],"preservation":[45],"outdated":[47,102,138],"knowledge":[48],"can":[49],"still":[50],"hinder":[51],"IDS's":[53,171],"adaptability.":[54],"this":[56],"paper,":[57],"we":[58,128],"propose":[59],"SSF":[60,151,180],"(Strategic":[61],"Selection":[62],"Forgetting),":[64],"a":[65,77,85,96],"novel":[66],"continual":[67],"method":[69],"IDS,":[71],"providing":[72],"model":[74,120,159],"updates":[75],"with":[76,162],"refreshed":[79],"memory":[80],"buffer.":[81],"Our":[82],"approach":[83],"features":[84],"strategic":[86,97,106,130],"sample":[87,107],"selection":[88,108],"algorithm":[89,109],"select":[91],"representative":[92],"new":[93,111],"samples":[94,112,139],"forgetting":[98,131],"mechanism":[99],"drop":[101],"samples.":[103],"The":[104,176],"proposed":[105],"prioritizes":[110],"that":[113],"cause":[114],"\u2018drifted\u2019":[116],"pattern,":[117],"enabling":[118],"better":[122],"understand":[123],"evolving":[125,153],"landscape.":[126],"Additionally,":[127],"introduce":[129],"upon":[132],"detecting":[133],"significant":[134],"by":[136],"discarding":[137],"free":[141],"up":[142],"memory,":[143],"allowing":[144],"incorporation":[146],"more":[148],"recent":[149],"data.":[150],"captures":[152],"effectively":[155],"ensures":[157],"is":[160],"aligned":[161],"change":[164],"data":[166],"patterns,":[167],"significantly":[168],"enhancing":[169],"adaptability":[172,189],"state-of-the-art":[177],"performance":[178],"on":[181],"NSL-KDD":[182],"UNSW-NB15":[184],"datasets":[185],"demonstrates":[186],"its":[187],"superior":[188],"intrusion":[195],"detection.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
