{"id":"https://openalex.org/W4400489557","doi":"https://doi.org/10.1109/cscwd61410.2024.10580569","title":"Gedss: A Generic Framework to Enhance Model Robustness for Intrusion Detection on Noisy Data","display_name":"Gedss: A Generic Framework to Enhance Model Robustness for Intrusion Detection on Noisy Data","publication_year":2024,"publication_date":"2024-05-08","ids":{"openalex":"https://openalex.org/W4400489557","doi":"https://doi.org/10.1109/cscwd61410.2024.10580569"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd61410.2024.10580569","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580569","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5007599755","display_name":"Lingfeng Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingfeng Yao","raw_affiliation_strings":["University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025828217","display_name":"Anran Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anran Hou","raw_affiliation_strings":["University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029715489","display_name":"Weina Niu","orcid":"https://orcid.org/0000-0002-3235-3463"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weina Niu","raw_affiliation_strings":["University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028566827","display_name":"Qingjun Yuan","orcid":"https://orcid.org/0000-0002-6598-8190"},"institutions":[{"id":"https://openalex.org/I4210132990","display_name":"State Key Laboratory of Cryptology","ror":"https://ror.org/02pn5rj08","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingjun Yuan","raw_affiliation_strings":["Henan Key Laboratory of Network Cryptography Technology,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Henan Key Laboratory of Network Cryptography Technology,Zhengzhou,China","institution_ids":["https://openalex.org/I4210132990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020856402","display_name":"Junpeng He","orcid":"https://orcid.org/0009-0006-0240-8749"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junpeng He","raw_affiliation_strings":["University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,School of Computer Science and Engineering,Chengdu,China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100367496","display_name":"Yanfeng Zhang","orcid":"https://orcid.org/0000-0002-9871-0304"},"institutions":[{"id":"https://openalex.org/I4210147983","display_name":"Guangdong Police College","ror":"https://ror.org/05krxyw16","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanfeng Zhang","raw_affiliation_strings":["Sichuan Police College,Intelligent Policing Key Laboratory of Sichuan Province,Luzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan Police College,Intelligent Policing Key Laboratory of Sichuan Province,Luzhou,China","institution_ids":["https://openalex.org/I4210147983"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1645","last_page":"1650"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9624999761581421,"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/robustness","display_name":"Robustness (evolution)","score":0.8045012950897217},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.777945876121521},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6926360726356506},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.49740341305732727},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4759252369403839},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41432666778564453},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32113391160964966},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.14619624614715576}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8045012950897217},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.777945876121521},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6926360726356506},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.49740341305732727},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4759252369403839},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41432666778564453},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32113391160964966},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.14619624614715576},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd61410.2024.10580569","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580569","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.6000000238418579}],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2357468538","https://openalex.org/W1577110157","https://openalex.org/W2355007334","https://openalex.org/W2390009783","https://openalex.org/W4254602698","https://openalex.org/W2394461323","https://openalex.org/W2364419519","https://openalex.org/W2360767377","https://openalex.org/W2017948608","https://openalex.org/W2360951146"],"abstract_inverted_index":{"Training":[0],"a":[1,9,35,70,82,149,156,182],"deep":[2],"neural":[3],"network-based":[4],"intrusion":[5],"detection":[6,89],"system":[7],"requires":[8],"large":[10,36],"amount":[11],"of":[12,38,108,198,206,212,225],"clean":[13,138],"labeled":[14,40,208],"data,":[15,209],"yet":[16],"malicious":[17,87,178],"traffic":[18,41,64,67,88,135,179],"datasets":[19],"are":[20,59],"usually":[21],"collected":[22],"from":[23],"the":[24,63,106,133,160,163,195,199,203,210,214,223],"open-source":[25],"web":[26],"community":[27],"or":[28],"simulated":[29],"attack":[30],"environments,":[31],"which":[32,170,188],"inevitably":[33],"contain":[34],"portion":[37],"unreliably":[39],"data.":[42,76],"The":[43,115,125],"state-of-the-art":[44,240],"methods":[45],"dealing":[46],"with":[47,216],"label":[48,197,232],"noise":[49,233],"combine":[50],"sample":[51,109,120,126,152],"separation":[52],"and":[53,111,122,142,162,167],"semi-supervised":[54,123,183],"learning":[55,184],"(SSL),":[56],"however,":[57],"they":[58],"hardly":[60],"usable":[61],"in":[62],"field":[65],"because":[66],"data":[68,72,97,218],"lacks":[69],"reasonable":[71],"augmentation":[73],"like":[74],"image":[75],"To":[77],"this":[78],"end,":[79],"we":[80],"propose":[81],"generic":[83],"label-noise-resistant":[84],"framework":[85,116],"for":[86],"called":[90],"Gedss.":[91],"Unlike":[92],"previous":[93],"approaches":[94],"focusing":[95],"on":[96],"augmentation,":[98],"our":[99,172,237],"approach":[100,238],"improves":[101],"model":[102,112,158],"performance":[103,224],"by":[104],"enhancing":[105],"quality":[107],"selection":[110,121,127,173],"decision":[113],"boundaries.":[114],"contains":[117],"two":[118,190],"parts:":[119],"learning.":[124],"method":[128,185],"is":[129,165,186,219],"presented":[130,220],"to":[131,155,176,192,221],"divide":[132],"original":[134],"instances":[136],"into":[137],"ones":[139,144],"(labeled":[140],"set)":[141],"noisy":[143],"(unlabeled":[145],"set).":[146],"We":[147],"fit":[148],"Jensen-Shannon":[150],"divergence-based":[151],"prediction":[153],"loss":[154],"mixture":[157],"as":[159],"criterion,":[161],"threshold":[164],"automatically":[166],"dynamically":[168],"adjusted,":[169],"makes":[171],"mechanism":[174],"adaptive":[175],"various":[177],"datasets.":[180],"Besides,":[181],"designed,":[187],"uses":[189],"networks":[191],"jointly":[193],"predict":[194],"pseudo":[196],"unlabeled":[200],"set.":[201],"Considering":[202],"class":[204],"imbalance":[205],"divided":[207],"idea":[211],"fine-tuning":[213],"models":[215],"all":[217],"improve":[222],"SSL.":[226],"Extensive":[227],"experimental":[228],"results":[229],"under":[230],"different":[231],"scenarios":[234],"demonstrate":[235],"that":[236],"outperforms":[239],"methods.":[241]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
