{"id":"https://openalex.org/W4401307215","doi":"https://doi.org/10.1145/3627673.3679592","title":"Adversarial Text Rewriting for Text-aware Recommender Systems","display_name":"Adversarial Text Rewriting for Text-aware Recommender Systems","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4401307215","doi":"https://doi.org/10.1145/3627673.3679592"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679592","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627673.3679592","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3627673.3679592","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086691172","display_name":"Sejoon Oh","orcid":"https://orcid.org/0000-0002-0295-2756"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sejoon Oh","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, GA, USA","Georgia Institute of Technology Atlanta, United States"],"raw_orcid":"https://orcid.org/0000-0002-0295-2756","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Georgia Institute of Technology Atlanta, United States","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085250715","display_name":"Gaurav Verma","orcid":"https://orcid.org/0000-0001-6182-9857"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gaurav Verma","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, GA, USA","Georgia Institute of Technology Atlanta, United States"],"raw_orcid":"https://orcid.org/0000-0001-6182-9857","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Georgia Institute of Technology Atlanta, United States","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056142478","display_name":"Srijan Kumar","orcid":"https://orcid.org/0000-0002-5796-3532"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Srijan Kumar","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, GA, USA","Georgia Institute of Technology Atlanta, United States"],"raw_orcid":"https://orcid.org/0000-0002-5796-3532","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"Georgia Institute of Technology Atlanta, United States","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3791,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85530383,"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":"1804","last_page":"1814"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.998199999332428,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9970999956130981,"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/rewriting","display_name":"Rewriting","score":0.8834820985794067},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.8467955589294434},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7750946283340454},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6859379410743713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38393518328666687},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3811228573322296},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16703268885612488}],"concepts":[{"id":"https://openalex.org/C154690210","wikidata":"https://www.wikidata.org/wiki/Q1668499","display_name":"Rewriting","level":2,"score":0.8834820985794067},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8467955589294434},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7750946283340454},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6859379410743713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38393518328666687},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3811228573322296},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16703268885612488}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3627673.3679592","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627673.3679592","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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"},{"id":"pmh:oai:arXiv.org:2408.00312","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.00312","pdf_url":"https://arxiv.org/pdf/2408.00312","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3627673.3679592","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627673.3679592","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309321","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W2061873838","https://openalex.org/W2515144511","https://openalex.org/W2549624130","https://openalex.org/W2600463316","https://openalex.org/W2605350416","https://openalex.org/W2725606191","https://openalex.org/W2802987538","https://openalex.org/W2898804478","https://openalex.org/W2914721378","https://openalex.org/W2962763344","https://openalex.org/W2962907114","https://openalex.org/W2963367478","https://openalex.org/W2963655167","https://openalex.org/W2966483207","https://openalex.org/W2969886764","https://openalex.org/W2970641574","https://openalex.org/W2971196067","https://openalex.org/W2978983018","https://openalex.org/W2996931760","https://openalex.org/W3012798016","https://openalex.org/W3026230850","https://openalex.org/W3030696949","https://openalex.org/W3031339255","https://openalex.org/W3033595992","https://openalex.org/W3035507081","https://openalex.org/W3046754005","https://openalex.org/W3048511744","https://openalex.org/W3088559275","https://openalex.org/W3093922720","https://openalex.org/W3099439092","https://openalex.org/W3099872554","https://openalex.org/W3101887415","https://openalex.org/W3104423855","https://openalex.org/W3104774544","https://openalex.org/W3122725723","https://openalex.org/W3133578111","https://openalex.org/W3133706083","https://openalex.org/W3154290626","https://openalex.org/W3169037993","https://openalex.org/W3171665710","https://openalex.org/W3175142666","https://openalex.org/W3195126378","https://openalex.org/W3200953672","https://openalex.org/W3200974209","https://openalex.org/W3214009246","https://openalex.org/W4205758343","https://openalex.org/W4226493408","https://openalex.org/W4296604434","https://openalex.org/W4309674289","https://openalex.org/W4368232818","https://openalex.org/W4385565448","https://openalex.org/W4387846625","https://openalex.org/W4387846639"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2120204135","https://openalex.org/W2139396251","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1796293478","https://openalex.org/W1577544887","https://openalex.org/W2168276503","https://openalex.org/W1573537275"],"abstract_inverted_index":{"Text-aware":[0],"recommender":[1,30,47,78,148,169],"systems":[2,31,149],"incorporate":[3],"rich":[4],"textual":[5,21],"features,":[6],"such":[7,29,66],"as":[8,104],"titles":[9],"and":[10,27,128,142],"descriptions,":[11],"to":[12,50,75,91,115,161],"generate":[13],"item":[14,43],"recommendations":[15],"for":[16,124,132],"users.":[17],"The":[18],"use":[19],"of":[20,65,168,176,181],"features":[22],"helps":[23],"mitigate":[24],"cold-start":[25],"problems,":[26],"thus,":[28],"have":[32],"attracted":[33],"increased":[34],"attention.":[35],"However,":[36],"we":[37,61,110],"argue":[38],"that":[39,82,147],"the":[40,46,63,83,98,153,162,166,179],"dependency":[41],"on":[42,55],"descriptions":[44,101],"makes":[45],"system":[48],"vulnerable":[49],"manipulation":[51,67],"by":[52,68,89,106],"adversarial":[53],"sellers":[54,90],"e-commerce":[56],"platforms.":[57],"In":[58],"this":[59],"paper,":[60],"explore":[62],"possibility":[64],"proposing":[69],"a":[70,173],"new":[71,174],"text":[72,118,134,155,184],"rewriting":[73,84,119,135,156],"framework":[74],"attack":[76,85,126],"text-aware":[77],"systems.":[79],"We":[80],"show":[81],"can":[86],"be":[87],"exploited":[88],"unfairly":[92],"uprank":[93],"their":[94],"products,":[95],"even":[96],"though":[97],"adversarially":[99],"rewritten":[100],"are":[102],"perceived":[103],"realistic":[105],"human":[107],"evaluators.":[108],"Methodologically,":[109],"investigate":[111],"two":[112],"different":[113,140],"variations":[114],"carry":[116],"out":[117],"attacks:":[120],"(1)":[121],"two-phase":[122],"fine-tuning":[123],"greater":[125],"performance,":[127],"(2)":[129],"in-context":[130],"learning":[131],"higher":[133],"quality.":[136],"Experiments":[137],"spanning":[138],"3":[139],"datasets":[141],"4":[143],"existing":[144,163],"approaches":[145],"demonstrate":[146],"exhibit":[150],"vulnerability":[151,177],"against":[152],"proposed":[154],"attack.":[157],"Our":[158],"work":[159],"adds":[160],"literature":[164],"around":[165],"robustness":[167],"systems,":[170],"while":[171],"highlighting":[172],"dimension":[175],"in":[178],"age":[180],"large-scale":[182],"automated":[183],"generation.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}