{"id":"https://openalex.org/W7124145870","doi":"https://doi.org/10.1109/icpads67057.2025.11322920","title":"FCSA: A Multi-Domain Enhancement Method for Improving Adversarial Transferability","display_name":"FCSA: A Multi-Domain Enhancement Method for Improving Adversarial Transferability","publication_year":2025,"publication_date":"2025-12-14","ids":{"openalex":"https://openalex.org/W7124145870","doi":"https://doi.org/10.1109/icpads67057.2025.11322920"},"language":null,"primary_location":{"id":"doi:10.1109/icpads67057.2025.11322920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads67057.2025.11322920","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-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/A5123037632","display_name":"Shengyu Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengyu Xiong","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121929881","display_name":"Anjie Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anjie Peng","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077369376","display_name":"Hui Zeng","orcid":"https://orcid.org/0000-0002-4137-7424"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zeng","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111269587","display_name":"Qiang Wan","orcid":"https://orcid.org/0009-0004-5182-6619"},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Wan","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084965610","display_name":"Shujian Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujian Liao","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120540884","display_name":"Fudie Ai","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fudie Ai","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123012561","display_name":"Yong Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Peng","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123053453","display_name":"Wanli Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I1297991670","display_name":"Southwest University of Science and Technology","ror":"https://ror.org/04d996474","country_code":"CN","type":"education","lineage":["https://openalex.org/I1297991670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanli Dong","raw_affiliation_strings":["Southwest University of Science and Technology,Mianyang,China"],"affiliations":[{"raw_affiliation_string":"Southwest University of Science and Technology,Mianyang,China","institution_ids":["https://openalex.org/I1297991670"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5123037632"],"corresponding_institution_ids":["https://openalex.org/I1297991670"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.86064023,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9952999949455261,"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":0.9952999949455261,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0010999999940395355,"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/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/transferability","display_name":"Transferability","score":0.876800000667572},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.8428000211715698},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.45489999651908875},{"id":"https://openalex.org/keywords/perturbation","display_name":"Perturbation (astronomy)","score":0.39489999413490295},{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.3702000081539154},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.31139999628067017}],"concepts":[{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.876800000667572},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8428000211715698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6280999779701233},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.45489999651908875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43700000643730164},{"id":"https://openalex.org/C177918212","wikidata":"https://www.wikidata.org/wiki/Q803623","display_name":"Perturbation (astronomy)","level":2,"score":0.39489999413490295},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.3702000081539154},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36230000853538513},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34850001335144043},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3025999963283539},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2976999878883362},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28619998693466187},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.2840000092983246},{"id":"https://openalex.org/C138777275","wikidata":"https://www.wikidata.org/wiki/Q6884054","display_name":"Mixing (physics)","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C2780310539","wikidata":"https://www.wikidata.org/wiki/Q12547192","display_name":"Imperfect","level":2,"score":0.2563999891281128}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpads67057.2025.11322920","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads67057.2025.11322920","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","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":20,"referenced_works":["https://openalex.org/W1849277567","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2606462007","https://openalex.org/W2774644650","https://openalex.org/W2796402180","https://openalex.org/W2946185430","https://openalex.org/W2962847335","https://openalex.org/W2963542245","https://openalex.org/W2964077693","https://openalex.org/W2964350391","https://openalex.org/W2969542116","https://openalex.org/W3127807678","https://openalex.org/W3171288285","https://openalex.org/W3186991201","https://openalex.org/W4229494842","https://openalex.org/W4312648479","https://openalex.org/W4390116303","https://openalex.org/W4390871946","https://openalex.org/W4402754002"],"related_works":[],"abstract_inverted_index":{"Transfer-based":[0],"adversarial":[1,108,147],"attacks":[2],"craft":[3],"perturbations":[4,19,42],"on":[5,123],"a":[6,36,58,91,135],"surrogate":[7,101],"and":[8,47,65,72,95,126],"transfer":[9],"them":[10],"to":[11,86,88,141],"black-box":[12,112],"models,":[13],"yet":[14],"most":[15],"prior":[16],"methods":[17],"diversify":[18],"in":[20,43],"only":[21],"one":[22],"domain,":[23],"spatial":[24],"or":[25],"frequency,":[26,45],"which":[27],"limits":[28],"overall":[29],"transferability.":[30],"We":[31],"introduce":[32],"Frequency-Channel-Structure":[33],"Augmentation,":[34],"FCSA,":[35],"multi-domain":[37],"attack":[38],"that":[39,69,117],"jointly":[40],"enriches":[41],"the":[44,144],"color-channel,":[46],"spatial-structure":[48],"spaces.":[49],"FCSA":[50,106],"couples":[51],"lightweight":[52],"frequency":[53],"masking":[54],"with":[55,81,110,134],"Channel":[56],"Fusion,":[57],"stochastic":[59],"linear":[60],"mixing":[61],"across":[62,103],"RGB":[63],"channels,":[64],"MultiPattern":[66],"Structured":[67],"Perturbation":[68],"injects":[70],"multi-orientation":[71],"multi-scale":[73],"texture":[74],"fields.":[75],"The":[76,129],"branch":[77],"gradients":[78],"are":[79],"fused":[80],"data-dependent":[82],"nonnegative":[83],"weights":[84],"normalized":[85],"sum":[87],"one,":[89],"yielding":[90],"single":[92],"update":[93],"direction":[94],"reducing":[96],"inter-branch":[97],"conflict.":[98],"By":[99],"expanding":[100],"diversity":[102],"complementary":[104],"domains,":[105],"produces":[107],"examples":[109],"stronger":[111],"transfer.":[113],"Extensive":[114],"experiments":[115],"demonstrate":[116],"our":[118],"method":[119,130],"achieves":[120],"strong":[121],"transferability":[122,145],"both":[124],"standard":[125],"defended":[127],"models.":[128],"can":[131],"be":[132],"combined":[133],"wide":[136],"range":[137],"of":[138,146],"existing":[139],"techniques":[140],"further":[142],"improve":[143],"examples.":[148],"Our":[149],"code":[150],"is":[151],"available":[152],"at":[153],"https://github.com/zhangyuguai/FCSA-Attack.":[154]},"counts_by_year":[],"updated_date":"2026-01-16T23:16:36.188383","created_date":"2026-01-15T00:00:00"}
