{"id":"https://openalex.org/W4410121599","doi":"https://doi.org/10.3390/fi17050209","title":"Adversarial Training for Mitigating Insider-Driven XAI-Based Backdoor Attacks","display_name":"Adversarial Training for Mitigating Insider-Driven XAI-Based Backdoor Attacks","publication_year":2025,"publication_date":"2025-05-06","ids":{"openalex":"https://openalex.org/W4410121599","doi":"https://doi.org/10.3390/fi17050209"},"language":"en","primary_location":{"id":"doi:10.3390/fi17050209","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17050209","pdf_url":"https://www.mdpi.com/1999-5903/17/5/209/pdf?version=1746544315","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/17/5/209/pdf?version=1746544315","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103917928","display_name":"R G Gayathri","orcid":null},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"R. G. Gayathri","raw_affiliation_strings":["School of Information Technology, Deakin University, Geelong, VIC 3217, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Geelong, VIC 3217, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005494115","display_name":"Atul Sajjanhar","orcid":"https://orcid.org/0000-0002-0445-0573"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Atul Sajjanhar","raw_affiliation_strings":["School of Information Technology, Deakin University, Geelong, VIC 3217, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0445-0573","affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Geelong, VIC 3217, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120390824","display_name":"Yong Xiang","orcid":"https://orcid.org/0000-0001-5252-0831"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yong Xiang","raw_affiliation_strings":["School of Information Technology, Deakin University, Geelong, VIC 3217, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Geelong, VIC 3217, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005494115","https://openalex.org/A5103917928"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03996968,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"5","first_page":"209","last_page":"209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9970999956130981,"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/T11424","display_name":"Security and Verification in Computing","score":0.9950000047683716,"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/backdoor","display_name":"Backdoor","score":0.9620844125747681},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9008421897888184},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7160599827766418},{"id":"https://openalex.org/keywords/insider","display_name":"Insider","score":0.6675827503204346},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6265049576759338},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5993122458457947},{"id":"https://openalex.org/keywords/insider-threat","display_name":"Insider threat","score":0.5741196274757385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48407259583473206},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.35086676478385925},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.08689236640930176}],"concepts":[{"id":"https://openalex.org/C2781045450","wikidata":"https://www.wikidata.org/wiki/Q254569","display_name":"Backdoor","level":2,"score":0.9620844125747681},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9008421897888184},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7160599827766418},{"id":"https://openalex.org/C2778971194","wikidata":"https://www.wikidata.org/wiki/Q1664551","display_name":"Insider","level":2,"score":0.6675827503204346},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6265049576759338},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5993122458457947},{"id":"https://openalex.org/C2776633304","wikidata":"https://www.wikidata.org/wiki/Q6038026","display_name":"Insider threat","level":3,"score":0.5741196274757385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48407259583473206},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.35086676478385925},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.08689236640930176},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"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":4,"locations":[{"id":"doi:10.3390/fi17050209","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17050209","pdf_url":"https://www.mdpi.com/1999-5903/17/5/209/pdf?version=1746544315","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:17:y:2025:i:5:p:209-:d:1650108","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/17/5/209/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:dd04da092de243cbb4b9296135b9ce60","is_oa":true,"landing_page_url":"https://doaj.org/article/dd04da092de243cbb4b9296135b9ce60","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 17, Iss 5, p 209 (2025)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/29162951","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"}],"best_oa_location":{"id":"doi:10.3390/fi17050209","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17050209","pdf_url":"https://www.mdpi.com/1999-5903/17/5/209/pdf?version=1746544315","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410121599.pdf","grobid_xml":"https://content.openalex.org/works/W4410121599.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W2603766943","https://openalex.org/W2942091739","https://openalex.org/W2954395498","https://openalex.org/W2962862931","https://openalex.org/W2989424303","https://openalex.org/W2996800219","https://openalex.org/W3007264885","https://openalex.org/W3042368254","https://openalex.org/W3045585150","https://openalex.org/W3093378268","https://openalex.org/W3155871095","https://openalex.org/W3162804012","https://openalex.org/W3163966458","https://openalex.org/W3170542759","https://openalex.org/W3173757585","https://openalex.org/W3174086521","https://openalex.org/W3180055034","https://openalex.org/W3201854521","https://openalex.org/W4281748497","https://openalex.org/W4283205753","https://openalex.org/W4287981329","https://openalex.org/W4312741812","https://openalex.org/W4387735664","https://openalex.org/W4389076776","https://openalex.org/W4389937376","https://openalex.org/W4391023335","https://openalex.org/W4391933803","https://openalex.org/W4402264327","https://openalex.org/W4402334274","https://openalex.org/W4403168752","https://openalex.org/W4405036835","https://openalex.org/W4408163407","https://openalex.org/W4408815167","https://openalex.org/W6737947904","https://openalex.org/W6739879593","https://openalex.org/W6857724813","https://openalex.org/W6872476995"],"related_works":["https://openalex.org/W2766781562","https://openalex.org/W4205304595","https://openalex.org/W2792608345","https://openalex.org/W2979782961","https://openalex.org/W308359497","https://openalex.org/W1499596878","https://openalex.org/W3136170567","https://openalex.org/W2947769183","https://openalex.org/W4387194049","https://openalex.org/W2018332730"],"abstract_inverted_index":{"The":[0,26,79,121],"study":[1,80],"investigates":[2],"how":[3],"adversarial":[4,101,132],"training":[5,24,41,102,128],"techniques":[6,129],"can":[7,57],"be":[8],"used":[9],"to":[10,23,85,134],"introduce":[11],"backdoors":[12],"into":[13,39],"deep":[14,91,139],"learning":[15,92,140],"models":[16,93,141],"by":[17,66],"an":[18,29],"insider":[19],"with":[20],"privileged":[21],"access":[22],"data.":[25,54],"research":[27],"demonstrates":[28],"insider-driven":[30,143],"poison-label":[31],"backdoor":[32,105,144],"approach":[33],"in":[34,94],"which":[35,70],"triggers":[36,44],"are":[37,109],"introduced":[38],"the":[40,59,72,87,90,124,136],"dataset.":[42],"These":[43,107],"misclassify":[45],"poisoned":[46],"inputs":[47],"while":[48],"maintaining":[49],"standard":[50],"classification":[51],"on":[52],"clean":[53],"An":[55],"adversary":[56],"improve":[58,135],"stealth":[60],"and":[61,118,130],"effectiveness":[62],"of":[63,74,89,126,138],"such":[64,75],"attacks":[65,76],"utilizing":[67],"XAI":[68],"techniques,":[69],"makes":[71],"detection":[73],"more":[77],"difficult.":[78],"uses":[81],"publicly":[82],"available":[83],"datasets":[84],"evaluate":[86],"robustness":[88],"this":[95],"situation.":[96],"Our":[97],"experiments":[98],"show":[99],"that":[100],"considerably":[103],"reduces":[104],"attacks.":[106,145],"results":[108],"verified":[110],"using":[111],"various":[112],"performance":[113],"metrics,":[114],"revealing":[115],"model":[116],"vulnerabilities":[117],"possible":[119],"countermeasures.":[120],"findings":[122],"demonstrate":[123],"importance":[125],"robust":[127],"effective":[131],"defenses":[133],"security":[137],"against":[142]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
