{"id":"https://openalex.org/W4380763515","doi":"https://doi.org/10.1109/tdsc.2023.3286608","title":"Label-Free Poisoning Attack Against Deep Unsupervised Domain Adaptation","display_name":"Label-Free Poisoning Attack Against Deep Unsupervised Domain Adaptation","publication_year":2023,"publication_date":"2023-06-15","ids":{"openalex":"https://openalex.org/W4380763515","doi":"https://doi.org/10.1109/tdsc.2023.3286608"},"language":"en","primary_location":{"id":"doi:10.1109/tdsc.2023.3286608","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tdsc.2023.3286608","pdf_url":null,"source":{"id":"https://openalex.org/S133795288","display_name":"IEEE Transactions on Dependable and Secure Computing","issn_l":"1545-5971","issn":["1545-5971","1941-0018","2160-9209"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Dependable and Secure Computing","raw_type":"journal-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/A5100422345","display_name":"Zhibo Wang","orcid":"https://orcid.org/0000-0002-5804-3279"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhibo Wang","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114549761","display_name":"Wenxin Liu","orcid":"https://orcid.org/0009-0008-5294-2063"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wenxin Liu","raw_affiliation_strings":["Ant Group, Hangzhou, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"Ant Group, Hangzhou, Zhejiang, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100702750","display_name":"Jiahui Hu","orcid":"https://orcid.org/0000-0001-8771-7474"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Hu","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043969315","display_name":"Hengchang Guo","orcid":"https://orcid.org/0000-0001-9700-9180"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengchang Guo","raw_affiliation_strings":["School of Cyber Science and Engineering, Wuhan University, Wuhan, Hubei, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Wuhan University, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043524348","display_name":"Zhan Qin","orcid":"https://orcid.org/0000-0001-7872-6969"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Qin","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100659367","display_name":"Jian Liu","orcid":"https://orcid.org/0000-0003-2636-5561"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Liu","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5105297718","display_name":"Kui Ren","orcid":"https://orcid.org/0000-0002-1969-2591"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kui Ren","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, and ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100422345"],"corresponding_institution_ids":["https://openalex.org/I168879160"],"apc_list":null,"apc_paid":null,"fwci":0.8741,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78154838,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"21","issue":"4","first_page":"1572","last_page":"1586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9818000197410583,"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":0.9818000197410583,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9559000134468079,"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/computer-science","display_name":"Computer science","score":0.8500885963439941},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.690723717212677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6330751180648804},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6182705163955688},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.5482127070426941},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5260864496231079},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.5259202718734741},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5244871973991394},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5130240321159363},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4801192283630371},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.22080430388450623}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8500885963439941},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.690723717212677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6330751180648804},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6182705163955688},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.5482127070426941},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5260864496231079},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.5259202718734741},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5244871973991394},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5130240321159363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4801192283630371},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22080430388450623},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tdsc.2023.3286608","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tdsc.2023.3286608","pdf_url":null,"source":{"id":"https://openalex.org/S133795288","display_name":"IEEE Transactions on Dependable and Secure Computing","issn_l":"1545-5971","issn":["1545-5971","1941-0018","2160-9209"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Dependable and Secure Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6899999976158142,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1056004441","display_name":null,"funder_award_id":"62122066","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3065674561","display_name":null,"funder_award_id":"U20A20182","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W2565214228"],"abstract_inverted_index":{"Deep":[0],"unsupervised":[1,97,132],"domain":[2,22],"adaptation":[3,82],"(UDA)":[4],"has":[5,33],"significantly":[6],"boosted":[7],"the":[8,39,55,60,77,84,101,106,112,116,121,131,139,143,148,157,172,185,188,192],"performance":[9],"of":[10,41,62,150,187,195],"deep":[11,44,63,181],"models":[12,45],"on":[13,178],"different":[14,47],"domains":[15,86],"by":[16],"transferring":[17],"knowledge":[18],"from":[19],"a":[20,24,67,127,162],"source":[21],"to":[23,38,58,80,110,130,171,197],"target":[25,91],"domain.":[26,92],"However,":[27],"its":[28],"robustness":[29],"against":[30],"adversarial":[31,98],"attacks":[32],"not":[34],"been":[35],"explored":[36],"due":[37],"challenges":[40],"highly":[42],"non-convex":[43],"and":[46,65,142,160,191],"data":[48,75,79],"distribution.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53,94,124,152],"give":[54],"first":[56],"attempt":[57],"analyze":[59],"vulnerability":[61],"UDA":[64,182,196],"propose":[66,161],"label-free":[68],"poisoning":[69,74,198],"attack":[70,102,122,144],"(LFPA),":[71],"which":[72,105,134,167],"injects":[73],"into":[76],"training":[78,140],"mislead":[81],"between":[83,138],"two":[85],"without":[87],"ground":[88],"truth":[89],"in":[90,104],"Specifically,":[93],"design":[95],"an":[96],"loss":[99],"as":[100,156],"goal,":[103],"pseudo-labels":[107],"are":[108],"used":[109],"approximate":[111,173],"ground-truth.":[113],"Since":[114],"retraining":[115],"model":[117],"will":[118],"gradually":[119],"degrade":[120],"performance,":[123],"also":[125],"add":[126],"regularization":[128],"term":[129],"loss,":[133],"eliminates":[135],"negative":[136],"interactions":[137],"goal":[141],"goal.":[145],"To":[146],"accelerate":[147],"craft":[149],"poisons,":[151],"select":[153],"influential":[154],"samples":[155],"initial":[158],"poisons":[159,169],"fast":[163],"reverse-mode":[164],"optimization":[165],"method":[166],"updates":[168],"according":[170],"truncated":[174],"gradients.":[175],"Experimental":[176],"results":[177],"multiple":[179],"state-of-the-art":[180],"methods":[183],"demonstrate":[184],"effectiveness":[186],"proposed":[189],"LFPA":[190],"high":[193],"sensitivity":[194],"attacks.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
