{"id":"https://openalex.org/W4381744389","doi":"https://doi.org/10.1109/cscwd57460.2023.10152723","title":"Enhancing Adversarial Robustness for Deep Metric Learning through Adaptive Adversarial Strategy","display_name":"Enhancing Adversarial Robustness for Deep Metric Learning through Adaptive Adversarial Strategy","publication_year":2023,"publication_date":"2023-05-24","ids":{"openalex":"https://openalex.org/W4381744389","doi":"https://doi.org/10.1109/cscwd57460.2023.10152723"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd57460.2023.10152723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd57460.2023.10152723","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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/A5080324810","display_name":"Chaofei Li","orcid":"https://orcid.org/0000-0002-2578-3238"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chaofei Li","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102461539","display_name":"Ziyuan Zhu","orcid":"https://orcid.org/0009-0001-6696-3374"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyuan Zhu","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052899424","display_name":"Ruicheng Niu","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruicheng Niu","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047977663","display_name":"Tao Leng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Leng","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101525319","display_name":"Dan Meng","orcid":"https://orcid.org/0000-0003-1980-9283"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Meng","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China,100085","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080324810"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.1748,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.5335677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"abs/2106.03614","issue":null,"first_page":"29","last_page":"34"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.927299976348877,"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/T11515","display_name":"Bacillus and Francisella bacterial research","score":0.9258999824523926,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.9519494771957397},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7831987738609314},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7123314738273621},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6228324174880981},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.604385256767273},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.5355050563812256},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5130933523178101},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4495590031147003},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.4434549808502197},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.32733625173568726},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.20673680305480957},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16565456986427307},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11551854014396667}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.9519494771957397},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7831987738609314},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7123314738273621},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6228324174880981},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.604385256767273},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.5355050563812256},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5130933523178101},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4495590031147003},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.4434549808502197},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.32733625173568726},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.20673680305480957},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16565456986427307},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11551854014396667},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd57460.2023.10152723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd57460.2023.10152723","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 26th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6100000143051147,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1975517671","https://openalex.org/W2096733369","https://openalex.org/W2138011018","https://openalex.org/W2194775991","https://openalex.org/W2523246573","https://openalex.org/W2962837320","https://openalex.org/W2963775347","https://openalex.org/W2984942115","https://openalex.org/W2997223206","https://openalex.org/W2997403743","https://openalex.org/W3009756253","https://openalex.org/W3016193692","https://openalex.org/W3034333089","https://openalex.org/W3109275961","https://openalex.org/W3133766336","https://openalex.org/W3176237992","https://openalex.org/W4226239489","https://openalex.org/W4293846201","https://openalex.org/W4312529624","https://openalex.org/W6600609147","https://openalex.org/W6627932998","https://openalex.org/W6727249380","https://openalex.org/W6739868092","https://openalex.org/W6754259177","https://openalex.org/W6762718338","https://openalex.org/W6774481907","https://openalex.org/W6796239886"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W4320018150","https://openalex.org/W4239582170","https://openalex.org/W2918664383","https://openalex.org/W106056076","https://openalex.org/W4320855730","https://openalex.org/W2135200719"],"abstract_inverted_index":{"Due":[0],"to":[1,11,34,47,52,85,114,126],"the":[2,13,59,62,103,108,120,150],"security":[3],"implications":[4],"of":[5,16,61,93,156],"adversarial":[6,14,36,55,90,116,124,128,142],"vulnerability,":[7],"it":[8],"is":[9],"essential":[10],"enhance":[12,127],"robustness":[15,60,157],"deep":[17,63,78,145],"metric":[18,64,79,146],"learning":[19,80,147],"models.":[20],"Existing":[21],"defense":[22],"approaches":[23],"adopt":[24],"Projected":[25],"Gradient":[26],"Decent":[27],"(PGD)":[28],"with":[29],"handcrafted":[30],"fixed":[31],"attack":[32,87,112],"strategies":[33,88,113],"generate":[35],"triplets.":[37,164],"They":[38],"learn":[39,83],"inefficiently":[40],"from":[41],"a":[42,71,98],"weak":[43],"adversary":[44],"in":[45,102,106,154],"order":[46],"avoid":[48],"model":[49],"collapse":[50],"owing":[51],"extremely":[53],"challenging":[54],"triplets,":[56],"thereby":[57],"limiting":[58],"model.":[65],"In":[66],"this":[67],"paper,":[68],"we":[69],"propose":[70],"novel":[72],"Adaptive":[73],"Adversarial":[74],"Strategy":[75],"(AAS)":[76],"for":[77,89,144],"that":[81,138],"can":[82],"automatically":[84],"produce":[86],"triplet":[91,117],"generation":[92,118],"varying":[94],"difficulties.":[95],"We":[96],"use":[97],"classical":[99],"actor-critic":[100],"network":[101,110,122],"AAS":[104],"framework,":[105],"which":[107],"actor":[109],"produces":[111],"control":[115],"and":[119],"critic":[121],"utilizes":[123],"triplets":[125],"robustness.":[129],"Comprehensive":[130],"experiment":[131],"results":[132],"on":[133,162],"two":[134],"benchmark":[135],"datasets":[136],"indicate":[137],"our":[139],"proposed":[140],"adaptive":[141],"strategy":[143],"overwhelmingly":[148],"outperforms":[149],"most":[151],"advanced":[152],"defenses":[153],"terms":[155],"as":[158,160],"well":[159],"performance":[161],"benign":[163]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
