{"id":"https://openalex.org/W2920470092","doi":"https://doi.org/10.1109/acssc.2018.8645532","title":"Generative Adversarial Privacy: A Data-Driven Approach to Information-Theoretic Privacy","display_name":"Generative Adversarial Privacy: A Data-Driven Approach to Information-Theoretic Privacy","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2920470092","doi":"https://doi.org/10.1109/acssc.2018.8645532","mag":"2920470092"},"language":"en","primary_location":{"id":"doi:10.1109/acssc.2018.8645532","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acssc.2018.8645532","pdf_url":null,"source":{"id":"https://openalex.org/S4363608623","display_name":"2018 52nd Asilomar Conference on Signals, Systems, and Computers","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 52nd Asilomar Conference on Signals, Systems, and Computers","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/A5015440437","display_name":"Chong Huang","orcid":"https://orcid.org/0000-0002-0392-9398"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Chong Huang","raw_affiliation_strings":["Department of Electrical, Computer, and Energy Engineering, Arizona State University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer, and Energy Engineering, Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064699160","display_name":"Peter Kairouz","orcid":"https://orcid.org/0000-0001-6897-5937"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Kairouz","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Stanford University"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Stanford University","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065366998","display_name":"Lalitha Sankar","orcid":"https://orcid.org/0000-0001-8122-5444"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lalitha Sankar","raw_affiliation_strings":["Department of Electrical, Computer, and Energy Engineering, Arizona State University"],"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer, and Energy Engineering, Arizona State University","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5015440437"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":0.6162,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.78205128,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2162","last_page":"2166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9948999881744385,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9898999929428101,"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/adversarial-system","display_name":"Adversarial system","score":0.8879501819610596},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7862162590026855},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.7792655825614929},{"id":"https://openalex.org/keywords/minimax","display_name":"Minimax","score":0.7724246978759766},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.718704104423523},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5592613816261292},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.50148606300354},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.49683859944343567},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.49662667512893677},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4714197814464569},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40439558029174805},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.38108372688293457},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3317573070526123},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.15545520186424255},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11620616912841797}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8879501819610596},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7862162590026855},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.7792655825614929},{"id":"https://openalex.org/C149728462","wikidata":"https://www.wikidata.org/wiki/Q751319","display_name":"Minimax","level":2,"score":0.7724246978759766},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.718704104423523},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5592613816261292},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.50148606300354},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.49683859944343567},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.49662667512893677},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4714197814464569},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40439558029174805},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.38108372688293457},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3317573070526123},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.15545520186424255},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11620616912841797},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acssc.2018.8645532","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acssc.2018.8645532","pdf_url":null,"source":{"id":"https://openalex.org/S4363608623","display_name":"2018 52nd Asilomar Conference on Signals, Systems, and Computers","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 52nd Asilomar Conference on Signals, Systems, and Computers","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":34,"referenced_works":["https://openalex.org/W1714669175","https://openalex.org/W2027595342","https://openalex.org/W2031366895","https://openalex.org/W2065001413","https://openalex.org/W2077145963","https://openalex.org/W2099471712","https://openalex.org/W2113431598","https://openalex.org/W2124940696","https://openalex.org/W2134829400","https://openalex.org/W2147324825","https://openalex.org/W2163605009","https://openalex.org/W2191146066","https://openalex.org/W2194775991","https://openalex.org/W2250155526","https://openalex.org/W2551592225","https://openalex.org/W2597663268","https://openalex.org/W2765886485","https://openalex.org/W2962874526","https://openalex.org/W2963535017","https://openalex.org/W2963881987","https://openalex.org/W2964074929","https://openalex.org/W2964160479","https://openalex.org/W3009468551","https://openalex.org/W3099111404","https://openalex.org/W3105437875","https://openalex.org/W4205228770","https://openalex.org/W4293469690","https://openalex.org/W4320013936","https://openalex.org/W6681909838","https://openalex.org/W6684191040","https://openalex.org/W6691598250","https://openalex.org/W6696286401","https://openalex.org/W6704379999","https://openalex.org/W6729906282"],"related_works":["https://openalex.org/W2884827599","https://openalex.org/W2667994530","https://openalex.org/W3134401584","https://openalex.org/W2949399848","https://openalex.org/W2978481653","https://openalex.org/W2920470092","https://openalex.org/W4226486728","https://openalex.org/W3099111404","https://openalex.org/W2885673189","https://openalex.org/W2780416090"],"abstract_inverted_index":{"We":[0,53,70],"present":[1],"a":[2,43,48],"data-driven":[3],"framework":[4],"called":[5],"generative":[6,15],"adversarial":[7,16,59],"privacy":[8,38,64],"(GAP).":[9],"Inspired":[10],"by":[11],"recent":[12],"advancements":[13],"in":[14],"networks":[17],"(GANs),":[18],"GAP":[19,62],"allows":[20],"the":[21,26,31,36,76],"data":[22],"holder":[23],"to":[24],"learn":[25],"privatization":[27],"mechanism":[28,39],"directly":[29],"from":[30],"data.":[32],"Under":[33],"GAP,":[34],"finding":[35],"optimal":[37],"is":[40],"formulated":[41],"as":[42],"constrained":[44],"minimax":[45],"game":[46],"between":[47],"privatizer":[49],"and":[50],"an":[51],"adversary.":[52],"show":[54],"that":[55],"for":[56],"appropriately":[57],"chosen":[58],"loss":[60],"functions,":[61],"provides":[63],"guarantees":[65],"against":[66],"strong":[67],"information-theoretic":[68],"adversaries.":[69],"also":[71],"evaluate":[72],"GAP's":[73],"performance":[74],"on":[75],"GENKI":[77],"face":[78],"database.":[79]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
