{"id":"https://openalex.org/W4414359570","doi":"https://doi.org/10.24963/ijcai.2025/635","title":"RepObE: Representation Learning-Enhanced Obfuscation Encryption Modular Semantic Task Framework","display_name":"RepObE: Representation Learning-Enhanced Obfuscation Encryption Modular Semantic Task Framework","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414359570","doi":"https://doi.org/10.24963/ijcai.2025/635"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2025/635","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/635","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/A5055176283","display_name":"Limei Lin","orcid":"https://orcid.org/0000-0001-7227-6258"},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Limei Lin","raw_affiliation_strings":["College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028862728","display_name":"Jinpeng Xu","orcid":"https://orcid.org/0000-0003-0884-8287"},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinpeng Xu","raw_affiliation_strings":["College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071576870","display_name":"Xiaoding Wang","orcid":"https://orcid.org/0000-0002-0494-3538"},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoding Wang","raw_affiliation_strings":["College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100334644","display_name":"Liang Chen","orcid":"https://orcid.org/0000-0003-0712-4738"},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Chen","raw_affiliation_strings":["College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Fujian Provincial Key Laboratory of Network Security and Cryptology, Fujian Normal University","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103047340","display_name":"Sun\u2010Yuan Hsieh","orcid":"https://orcid.org/0000-0003-4746-3179"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sun-Yuan Hsieh","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Cheng Kung University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Cheng Kung University","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100600528","display_name":"Jie Wu","orcid":"https://orcid.org/0000-0002-3472-1717"},"institutions":[{"id":"https://openalex.org/I4210144487","display_name":"Cloud Computing Center","ror":"https://ror.org/04aa0zm65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210144487"]},{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Jie Wu","raw_affiliation_strings":["China Telecom Cloud Computing Research Institute","Department of Computer and Information Sciences, Temple University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Telecom Cloud Computing Research Institute","institution_ids":["https://openalex.org/I4210144487"]},{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University","institution_ids":["https://openalex.org/I84392919"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5707","last_page":"5715"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9775000214576721,"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/T10237","display_name":"Cryptography and Data Security","score":0.9775000214576721,"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/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9574000239372253,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9466999769210815,"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/adversarial-system","display_name":"Adversarial system","score":0.8184000253677368},{"id":"https://openalex.org/keywords/obfuscation","display_name":"Obfuscation","score":0.6366000175476074},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.59170001745224},{"id":"https://openalex.org/keywords/semantic-security","display_name":"Semantic security","score":0.5180000066757202},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5088000297546387},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.43479999899864197},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4075999855995178},{"id":"https://openalex.org/keywords/semantic-mapping","display_name":"Semantic mapping","score":0.4049000144004822}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8184000253677368},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7976999878883362},{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.6366000175476074},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.59170001745224},{"id":"https://openalex.org/C204806902","wikidata":"https://www.wikidata.org/wiki/Q2333581","display_name":"Semantic security","level":5,"score":0.5180000066757202},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5088000297546387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4440999925136566},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.43479999899864197},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.41290000081062317},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4075999855995178},{"id":"https://openalex.org/C2775955345","wikidata":"https://www.wikidata.org/wiki/Q7449071","display_name":"Semantic mapping","level":2,"score":0.4049000144004822},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.39980000257492065},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.3718000054359436},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32350000739097595},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3199999928474426},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31859999895095825},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2985000014305115},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.28940001130104065},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.28769999742507935},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.28459998965263367},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2025/635","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/635","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Model":[0],"inversion":[1,148],"and":[2,15,21,55,92,100,129],"adversarial":[3,80,108,127,173],"attacks":[4,123,149,174],"in":[5,116,145,171],"semantic":[6,45,53,94,114],"communication":[7,73,115],"pose":[8],"risks,":[9],"such":[10],"as":[11],"content":[12],"leaks,":[13],"alterations,":[14],"prediction":[16],"inaccuracies,":[17],"which":[18],"threaten":[19],"security":[20],"reliability.":[22],"This":[23,47,89],"paper":[24],"introduces,":[25],"from":[26,61],"an":[27],"attacker's":[28],"viewpoint,":[29],"a":[30,78,166],"novel":[31],"framework":[32,48],"called":[33],"RepObE":[34],"(Representation":[35],"Learning-Enhanced":[36],"Obfuscation":[37],"Encryption":[38],"Modular":[39],"Semantic":[40],"Task":[41],"Framework)":[42],"to":[43,58,103,168],"secure":[44],"communication.":[46],"employs":[49],"dynamic":[50,98],"encryption":[51],"during":[52],"extraction":[54],"feature":[56,125],"transmission":[57],"hinder":[59],"attackers":[60],"reconstructing":[62],"data":[63],"through":[64],"eavesdropping,":[65],"thus":[66],"strengthening":[67],"system":[68,105],"privacy.":[69],"To":[70],"combat":[71],"image":[72],"task":[74],"challenges,":[75],"we":[76],"propose":[77],"prototype":[79],"collaborative":[81],"alignment":[82],"training":[83],"approach":[84,111],"enhanced":[85],"by":[86,141],"representation":[87,130],"learning.":[88,131],"method":[90,137,155],"extracts":[91],"encodes":[93],"features":[95],"while":[96,121],"using":[97,124],"perturbation":[99],"robust":[101],"optimization":[102],"improve":[104],"resilience":[106],"against":[107],"threats.":[109],"The":[110],"ensures":[112],"reliable":[113],"complex":[117],"environments,":[118],"maintaining":[119],"performance":[120],"countering":[122,172],"obfuscation,":[126],"training,":[128],"Experimental":[132],"results":[133],"demonstrate":[134],"that":[135],"our":[136,154],"surpasses":[138],"existing":[139],"techniques":[140],"more":[142],"than":[143],"2%":[144],"resisting":[146],"model":[147],"on":[150,175],"classification":[151,176],"tasks.":[152,177],"Visually,":[153],"excels":[156],"with":[157],"minimal":[158],"decipherable":[159],"images":[160],"for":[161],"attackers.":[162],"It":[163],"also":[164],"shows":[165],"3%":[167],"5%":[169],"improvement":[170]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}