{"id":"https://openalex.org/W4414359752","doi":"https://doi.org/10.24963/ijcai.2025/720","title":"Reliable Disentanglement Multi-view Learning Against View Adversarial Attacks","display_name":"Reliable Disentanglement Multi-view Learning Against View Adversarial Attacks","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414359752","doi":"https://doi.org/10.24963/ijcai.2025/720"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2025/720","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/720","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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/A5100451347","display_name":"Xuyang Wang","orcid":"https://orcid.org/0009-0009-0061-4233"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuyang Wang","raw_affiliation_strings":["College of Computer Science, Sichuan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082275114","display_name":"Siyuan Duan","orcid":"https://orcid.org/0000-0002-6269-8649"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyuan Duan","raw_affiliation_strings":["College of Computer Science, Sichuan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044614297","display_name":"Qizhi Li","orcid":"https://orcid.org/0000-0003-0085-5095"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qizhi Li","raw_affiliation_strings":["College of Computer Science, Sichuan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081385896","display_name":"Guiduo Duan","orcid":"https://orcid.org/0000-0001-6857-7744"},"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":"Guiduo Duan","raw_affiliation_strings":["Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072882913","display_name":"Yuan Sun","orcid":"https://orcid.org/0000-0002-9376-7248"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210119692","display_name":"Numerical Method (China)","ror":"https://ror.org/02ns8zp42","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210119692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Sun","raw_affiliation_strings":["College of Computer Science, Sichuan University, China","National Key Laboratory of Fundamental Algorithms and Models for Engineering Numerical Simulation, Sichuan University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"National Key Laboratory of Fundamental Algorithms and Models for Engineering Numerical Simulation, Sichuan University, China","institution_ids":["https://openalex.org/I4210119692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102880470","display_name":"Dezhong Peng","orcid":"https://orcid.org/0000-0002-0533-4515"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210110195","display_name":"China Energy Engineering Corporation (China)","ror":"https://ror.org/01nvzzy80","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210110195"]},{"id":"https://openalex.org/I4210140439","display_name":"Digital Video (Italy)","ror":"https://ror.org/04ge7a533","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210140439"]}],"countries":["CN","IT"],"is_corresponding":false,"raw_author_name":"Dezhong Peng","raw_affiliation_strings":["College of Computer Science, Sichuan University, China","Sichuan National Innovation New Vision UHD Video Technology Co., Ltd., China","Tianfu Jincheng Laboratory, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, China","institution_ids":["https://openalex.org/I24185976"]},{"raw_affiliation_string":"Sichuan National Innovation New Vision UHD Video Technology Co., Ltd., China","institution_ids":["https://openalex.org/I4210140439"]},{"raw_affiliation_string":"Tianfu Jincheng Laboratory, China","institution_ids":["https://openalex.org/I4210110195"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"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":"6469","last_page":"6477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9961000084877014,"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":0.9961000084877014,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11609","display_name":"Geophysical Methods and Applications","score":0.9099000096321106,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.9491000175476074},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.6305000185966492},{"id":"https://openalex.org/keywords/adversarial-machine-learning","display_name":"Adversarial machine learning","score":0.5285999774932861},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4611999988555908},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.42640000581741333}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.9491000175476074},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7495999932289124},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.6305000185966492},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5807999968528748},{"id":"https://openalex.org/C2778403875","wikidata":"https://www.wikidata.org/wiki/Q20312394","display_name":"Adversarial machine learning","level":3,"score":0.5285999774932861},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48260000348091125},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4611999988555908},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42640000581741333},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3334999978542328},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.32499998807907104},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2025/720","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/720","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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":{"Trustworthy":[0],"multi-view":[1,20,24,30,45,57,70,81,160],"learning":[2,9,25,82,96],"has":[3],"attracted":[4],"extensive":[5],"attention":[6,153],"because":[7],"evidence":[8,118],"can":[10],"provide":[11],"reliable":[12],"uncertainty":[13],"estimation":[14],"to":[15,62,97,127,143],"enhance":[16],"the":[17,63,107,123,129,146,170],"credibility":[18],"of":[19,109,132],"predictions.":[21],"Existing":[22],"trusted":[23,69],"methods":[26,172],"implicitly":[27],"assume":[28],"that":[29,167],"data":[31,46],"is":[32,113,155,180],"secure.":[33],"However,":[34],"in":[35,68],"safety-sensitive":[36],"applications":[37],"such":[38],"as":[39],"autonomous":[40],"driving":[41],"and":[42,103,135],"security":[43],"monitoring,":[44],"often":[47],"faces":[48],"threats":[49],"from":[50,140],"adversarial":[51,64,104,133,148,164],"perturbations,":[52],"thereby":[53],"deceiving":[54],"or":[55],"disrupting":[56],"models.":[58],"This":[59],"inevitably":[60],"leads":[61],"unreliability":[65],"problem":[66],"(AUP)":[67],"learning.":[71],"To":[72],"overcome":[73],"this":[74],"tricky":[75],"problem,":[76],"we":[77,91,121],"propose":[78,93],"a":[79,116,150,174],"novel":[80],"framework,":[83],"namely":[84],"Reliable":[85],"Disentanglement":[86],"Multi-view":[87],"Learning":[88],"(RDML).":[89],"Specifically,":[90],"first":[92],"evidential":[94,152],"disentanglement":[95],"decompose":[98],"each":[99],"view":[100],"into":[101],"clean":[102],"parts":[105],"under":[106],"guidance":[108],"corresponding":[110],"evidences,":[111],"which":[112],"extracted":[114],"by":[115,173],"pretrained":[117],"extractor.":[119],"Then,":[120],"employ":[122],"feature":[124],"recalibration":[125],"module":[126],"mitigate":[128],"negative":[130],"impact":[131],"perturbations":[134],"extract":[136],"potential":[137],"informative":[138],"features":[139],"them.":[141],"Finally,":[142],"further":[144],"ignore":[145],"irreparable":[147],"interferences,":[149],"view-level":[151],"mechanism":[154],"designed.":[156],"Extensive":[157],"experiments":[158],"on":[159],"classification":[161],"tasks":[162],"with":[163],"attacks":[165],"show":[166],"RDML":[168],"outperforms":[169],"state-of-the-art":[171],"relatively":[175],"large":[176],"margin.":[177],"Our":[178],"code":[179],"available":[181],"at":[182],"https://github.com/Willy1005/2025-IJCAI-RDML.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
