{"id":"https://openalex.org/W4403577410","doi":"https://doi.org/10.1145/3627673.3679828","title":"Attacking Visually-aware Recommender Systems with Transferable and Imperceptible Adversarial Styles","display_name":"Attacking Visually-aware Recommender Systems with Transferable and Imperceptible Adversarial Styles","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403577410","doi":"https://doi.org/10.1145/3627673.3679828"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679828","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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/A5051619130","display_name":"Seom-Moon Yang","orcid":"https://orcid.org/0000-0002-0539-8391"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Shiyi Yang","raw_affiliation_strings":["The University of New South Wales &amp; Data61, CSIRO, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"The University of New South Wales &amp; Data61, CSIRO, Sydney, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I31746571","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337560","display_name":"Chen Wang","orcid":"https://orcid.org/0000-0002-3119-4763"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chen Wang","raw_affiliation_strings":["Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia"],"affiliations":[{"raw_affiliation_string":"Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I31746571","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006841485","display_name":"Xiwei Xu","orcid":"https://orcid.org/0000-0002-2273-1862"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiwei Xu","raw_affiliation_strings":["Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia"],"affiliations":[{"raw_affiliation_string":"Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I31746571","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064683660","display_name":"Liming Zhu","orcid":"https://orcid.org/0000-0001-5839-3765"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Liming Zhu","raw_affiliation_strings":["Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia"],"affiliations":[{"raw_affiliation_string":"Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I31746571","https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052731721","display_name":"Lina Yao","orcid":"https://orcid.org/0000-0002-4149-839X"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lina Yao","raw_affiliation_strings":["Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia"],"affiliations":[{"raw_affiliation_string":"Data61, CSIRO &amp; The University of New South Wales, Eveleigh, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I31746571","https://openalex.org/I1292875679"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5051619130"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I31746571","https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":0.4986,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65887519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2900","last_page":"2909"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9973999857902527,"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"}},"topics":[{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9973999857902527,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9965999722480774,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9901999831199646,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.84961998462677},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7514836192131042},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7233571410179138},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4066636264324188},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3752824664115906},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.35860657691955566},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2638927698135376}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.84961998462677},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7514836192131042},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7233571410179138},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4066636264324188},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3752824664115906},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35860657691955566},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2638927698135376}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3627673.3679828","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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":44,"referenced_works":["https://openalex.org/W1977290284","https://openalex.org/W2040367556","https://openalex.org/W2054141820","https://openalex.org/W2155893237","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2603777577","https://openalex.org/W2605350416","https://openalex.org/W2742143754","https://openalex.org/W2788663865","https://openalex.org/W2788728386","https://openalex.org/W2888233014","https://openalex.org/W2890884621","https://openalex.org/W2892160417","https://openalex.org/W2962907114","https://openalex.org/W2963366334","https://openalex.org/W2963655167","https://openalex.org/W2963900085","https://openalex.org/W2972646741","https://openalex.org/W3025378468","https://openalex.org/W3045200674","https://openalex.org/W3046754005","https://openalex.org/W3048511744","https://openalex.org/W3101291735","https://openalex.org/W3101830194","https://openalex.org/W3104774544","https://openalex.org/W3104956872","https://openalex.org/W3124675547","https://openalex.org/W3133578111","https://openalex.org/W3154290626","https://openalex.org/W3170976035","https://openalex.org/W3171665710","https://openalex.org/W3176041926","https://openalex.org/W3182668916","https://openalex.org/W3202472958","https://openalex.org/W4248947422","https://openalex.org/W4283445889","https://openalex.org/W4286750695","https://openalex.org/W4378976956","https://openalex.org/W4382239922","https://openalex.org/W4386075987","https://openalex.org/W4386845623","https://openalex.org/W4387868958","https://openalex.org/W4391549718"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"The":[0],"inclusion":[1],"of":[2,10,81,95,105],"the":[3,59,87,93,96,139,144],"images":[4,26],"opens":[5],"up":[6],"a":[7,111],"security":[8],"vulnerability":[9],"visually-aware":[11],"recommender":[12],"systems":[13],"(VARSs).":[14],"It":[15],"can":[16,177],"be":[17,178],"exploited":[18],"by":[19],"unscrupulous":[20],"parties":[21],"to":[22,45,79,91,147,168],"upload":[23],"well-crafted":[24],"adversarial":[25,164],"for":[27,36],"certain":[28],"malicious":[29],"purposes":[30],"(e.g.,":[31],"promoting":[32],"their":[33,49],"own":[34],"products":[35],"profits).":[37],"Some":[38],"studies":[39],"have":[40,73],"focused":[41],"on":[42,182],"attacking":[43],"VARSs":[44],"gain":[46],"insights":[47],"into":[48],"robustness,":[50],"while":[51],"they":[52],"are":[53,68],"still":[54],"far":[55],"from":[56],"practical,":[57],"i.e.,":[58],"attacks":[60,121,176],"often":[61],"1)":[62],"lack":[63],"diversity":[64],"in":[65,83,133,143],"perturbations,":[66],"2)":[67],"easily":[69],"perceived":[70],"and":[71,160,174],"3)":[72],"limited":[74],"transferability,":[75],"which":[76,98],"may":[77],"lead":[78],"overestimation":[80],"defenses":[82],"practice.":[84],"To":[85],"tackle":[86],"problems,":[88],"we":[89,109],"propose":[90,110],"perturb":[92],"style":[94,165],"product,":[97],"is":[99],"an":[100,157,162],"unnoticeable":[101],"but":[102],"important":[103],"property":[104],"visual":[106],"recommendations.":[107],"Specifically,":[108],"novel":[112],"Style":[113],"perturbation-based":[114],"Practical":[115],"Attack":[116],"Framework":[117],"(SPAF).":[118],"Unlike":[119],"existing":[120],"that":[122,138,172,186],"change":[123],"pixels":[124],"within":[125],"l\u221e":[126],"-norm":[127],"constraints,":[128],"SPAF":[129,152,187],"interferes":[130],"with":[131],"styles":[132],"latent":[134],"feature":[135],"space":[136,146],"so":[137,171],"attack":[140,154],"becomes":[141],"unbounded":[142],"pixel":[145],"reflect":[148],"possible":[149],"actual":[150],"perturbations.":[151],"formulates":[153],"objectives":[155],"as":[156],"optimization":[158],"problem":[159],"adopts":[161],"adaptive":[163],"transfer":[166],"network":[167],"solve":[169],"it":[170],"transferable":[173],"imperceptible":[175],"generated.":[179],"Comprehensive":[180],"experiments":[181],"real-world":[183],"datasets":[184],"demonstrate":[185],"significantly":[188],"outperforms":[189],"state-of-the-art":[190],"attacks.":[191]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
