{"id":"https://openalex.org/W4409330016","doi":"https://doi.org/10.1145/3729240","title":"GenFighter: A Generative and Evolutive Textual Attack Removal","display_name":"GenFighter: A Generative and Evolutive Textual Attack Removal","publication_year":2025,"publication_date":"2025-04-10","ids":{"openalex":"https://openalex.org/W4409330016","doi":"https://doi.org/10.1145/3729240"},"language":"en","primary_location":{"id":"doi:10.1145/3729240","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3729240","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","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/A5048597145","display_name":"Md Athikul Islam","orcid":"https://orcid.org/0009-0007-9223-6852"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Athikul Islam","raw_affiliation_strings":["Department of Computer Science, Boise State University, Boise, Idaho, USA","Boise State University, USA"],"raw_orcid":"https://orcid.org/0009-0007-9223-6852","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Boise State University, Boise, Idaho, USA","institution_ids":["https://openalex.org/I120156002"]},{"raw_affiliation_string":"Boise State University, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009094578","display_name":"Edoardo Serra","orcid":"https://orcid.org/0000-0003-0689-5063"},"institutions":[{"id":"https://openalex.org/I120156002","display_name":"Boise State University","ror":"https://ror.org/02e3zdp86","country_code":"US","type":"education","lineage":["https://openalex.org/I120156002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edoardo Serra","raw_affiliation_strings":["Department of Computer Science, Boise State University, Boise, Idaho, USA","Boise State University, USA"],"raw_orcid":"https://orcid.org/0000-0003-0689-5063","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Boise State University, Boise, Idaho, USA","institution_ids":["https://openalex.org/I120156002"]},{"raw_affiliation_string":"Boise State University, USA","institution_ids":["https://openalex.org/I120156002"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010727123","display_name":"Sushil Jajodia","orcid":"https://orcid.org/0000-0003-3210-558X"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sushil Jajodia","raw_affiliation_strings":["Center for Secure Information Systems, George Mason University, Fairfax, Virginia, USA","George Mason University, USA"],"raw_orcid":"https://orcid.org/0000-0003-3210-558X","affiliations":[{"raw_affiliation_string":"Center for Secure Information Systems, George Mason University, Fairfax, Virginia, USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University, USA","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07018966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"4","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.995199978351593,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9070647954940796},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7276151180267334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49849390983581543},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4340220093727112},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36960989236831665}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9070647954940796},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7276151180267334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49849390983581543},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4340220093727112},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36960989236831665}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3729240","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3729240","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G676520704","display_name":null,"funder_award_id":"CNS-1822094","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8720358549","display_name":null,"funder_award_id":"N00014-18-1-2670 and N00014-23-1-2132","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1607035479","https://openalex.org/W2129250947","https://openalex.org/W2163455955","https://openalex.org/W2168175751","https://openalex.org/W2251939518","https://openalex.org/W2799007037","https://openalex.org/W2799194071","https://openalex.org/W2949128310","https://openalex.org/W2962718684","https://openalex.org/W2962818281","https://openalex.org/W2963341956","https://openalex.org/W2970078867","https://openalex.org/W2970449623","https://openalex.org/W2989622320","https://openalex.org/W2996851481","https://openalex.org/W3035164976","https://openalex.org/W3087231533","https://openalex.org/W3101449015","https://openalex.org/W3104423855","https://openalex.org/W3176648901","https://openalex.org/W3177190797","https://openalex.org/W3197868468","https://openalex.org/W3200913691","https://openalex.org/W3203072121","https://openalex.org/W3212837704","https://openalex.org/W4205807230","https://openalex.org/W4212863985","https://openalex.org/W4285232587","https://openalex.org/W4300672471","https://openalex.org/W4385569796","https://openalex.org/W4385570698","https://openalex.org/W4389519928","https://openalex.org/W4391136507","https://openalex.org/W4402669751","https://openalex.org/W4402896978"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4391584540","https://openalex.org/W3204019825","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4395044357","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W2087346071"],"abstract_inverted_index":{"Adversarial":[0],"attacks":[1],"pose":[2],"significant":[3],"challenges":[4],"to":[5],"deep":[6],"neural":[7],"networks":[8],"(DNNs)":[9],"such":[10],"as":[11],"Transformer":[12],"models":[13],"in":[14,83,115],"natural":[15],"language":[16],"processing":[17],"(NLP).":[18],"This":[19],"article":[20],"introduces":[21],"a":[22,67,103,130],"novel":[23],"defense":[24,140],"strategy,":[25],"called":[26],"GenFighter":[27,42,79],",":[28],"which":[29],"enhances":[30],"adversarial":[31,143],"robustness":[32],"by":[33],"learning":[34],"and":[35,62,69,87,133],"reasoning":[36],"on":[37],"the":[38,49,59,94,111],"training":[39,60],"classification":[40],"distribution.":[41],"identifies":[43],"potentially":[44],"malicious":[45],"instances":[46,56],"deviating":[47],"from":[48],"distribution,":[50],"transforms":[51],"them":[52],"into":[53],"semantically":[54],"equivalent":[55],"aligned":[57],"with":[58],"data,":[61],"employs":[63],"ensemble":[64,135],"techniques":[65],"for":[66],"unified":[68],"robust":[70],"response.":[71],"By":[72],"conducting":[73],"extensive":[74],"experiments,":[75],"we":[76],"show":[77],"that":[78,123],"outperforms":[80],"state-of-the-art":[81],"defenses":[82],"accuracy":[84],"under":[85],"attack":[86,88,112],"success":[89],"rate":[90],"metrics":[91],"while":[92],"maintaining":[93],"same":[95],"or":[96],"superior":[97],"generalization":[98],"capabilities.":[99],"Additionally,":[100],"it":[101],"requires":[102],"high":[104],"number":[105],"of":[106],"queries":[107],"per":[108],"attack,":[109],"making":[110],"more":[113],"challenging":[114],"real":[116],"scenarios.":[117],"Finally,":[118],"The":[119],"ablation":[120],"study":[121],"shows":[122],"our":[124],"approach":[125],"proficiently":[126],"integrates":[127],"transfer":[128],"learning,":[129],"generative/evolutive":[131],"procedure,":[132],"an":[134,138],"method,":[136],"providing":[137],"effective":[139],"against":[141],"NLP":[142],"attacks.":[144]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}