{"id":"https://openalex.org/W4410357035","doi":"https://doi.org/10.1145/3672608.3707842","title":"Unlearn and Protect: Selective Identity Removal in Diffusion Models for Privacy Preservation","display_name":"Unlearn and Protect: Selective Identity Removal in Diffusion Models for Privacy Preservation","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410357035","doi":"https://doi.org/10.1145/3672608.3707842"},"language":"en","primary_location":{"id":"doi:10.1145/3672608.3707842","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672608.3707842","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672608.3707842","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 40th ACM/SIGAPP Symposium on Applied Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3672608.3707842","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048720323","display_name":"Muhammad Shaheryar","orcid":"https://orcid.org/0000-0003-3992-1387"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Muhammad Shaheryar","raw_affiliation_strings":["Kyungpook National University, Daegu, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Kyungpook National University, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000134514","display_name":"Jong Taek Lee","orcid":"https://orcid.org/0000-0002-6962-3148"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jong Taek Lee","raw_affiliation_strings":["Kyungpook National University, Daegu, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Kyungpook National University, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077603212","display_name":"Soon Ki Jung","orcid":"https://orcid.org/0000-0003-0239-6785"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Soon Ki Jung","raw_affiliation_strings":["Kyungpook National University, Daegu, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Kyungpook National University, Daegu, Republic of Korea","institution_ids":["https://openalex.org/I31419693"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5048720323"],"corresponding_institution_ids":["https://openalex.org/I31419693"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04651685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1172","last_page":"1179"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9980999827384949,"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":0.9980999827384949,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9783999919891357,"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/T14280","display_name":"Big Data Technologies and Applications","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.6278687715530396},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.6047064661979675},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5739874243736267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5068405270576477},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.480620801448822},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.4544121026992798},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4353950619697571},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.10168895125389099},{"id":"https://openalex.org/keywords/aesthetics","display_name":"Aesthetics","score":0.09988981485366821},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07188943028450012}],"concepts":[{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.6278687715530396},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.6047064661979675},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5739874243736267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5068405270576477},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.480620801448822},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.4544121026992798},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4353950619697571},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.10168895125389099},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.09988981485366821},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07188943028450012},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3672608.3707842","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672608.3707842","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672608.3707842","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 40th ACM/SIGAPP Symposium on Applied Computing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3672608.3707842","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672608.3707842","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672608.3707842","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 40th ACM/SIGAPP Symposium on Applied Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G1293502579","display_name":null,"funder_award_id":"IITP-2024-RS-2022-00156389","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G4700831490","display_name":null,"funder_award_id":"2022-","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G5941348239","display_name":null,"funder_award_id":"RS-2022-00156389","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G6072120315","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G737380160","display_name":null,"funder_award_id":"IITP-2024-RS-2022-00156389","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"}],"funders":[{"id":"https://openalex.org/F4320321272","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"},{"id":"https://openalex.org/F4320337407","display_name":"Division of Human Resource Development","ror":"https://ror.org/03mamvh39"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410357035.pdf","grobid_xml":"https://content.openalex.org/works/W4410357035.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1488996941","https://openalex.org/W2744999500","https://openalex.org/W2962770929","https://openalex.org/W2962898354","https://openalex.org/W3035574324","https://openalex.org/W3109496323","https://openalex.org/W3174807077","https://openalex.org/W3180355996","https://openalex.org/W3217030260","https://openalex.org/W4281485151","https://openalex.org/W4312933868","https://openalex.org/W4386076098","https://openalex.org/W4399743769","https://openalex.org/W6797179183"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W3195097297","https://openalex.org/W3038106605","https://openalex.org/W2513267613","https://openalex.org/W3049084372","https://openalex.org/W2528109871","https://openalex.org/W2940702331","https://openalex.org/W2905822832","https://openalex.org/W4225340788","https://openalex.org/W4318485713"],"abstract_inverted_index":{"Diffusion":[0],"models":[1],"are":[2],"capable":[3],"of":[4,49,64,80,88,119,171],"generating":[5,96],"high-quality":[6],"synthesis":[7],"images":[8],"with":[9,86],"intricate":[10],"identity":[11,34,65,82,114,162],"features,":[12],"but":[13],"this":[14,74],"raises":[15],"privacy":[16],"concerns,":[17],"as":[18],"personal":[19],"identities":[20,121],"may":[21],"be":[22,84],"used":[23],"without":[24,40],"consent.":[25],"What":[26],"if":[27],"we":[28,55,136],"need":[29],"to":[30,59,83],"remove":[31],"a":[32,89,126,138,168],"specific":[33],"from":[35,43,52],"an":[36,57],"already":[37],"trained":[38],"model":[39,94,179],"retraining":[41],"it":[42],"scratch?":[44],"Inspired":[45],"by":[46,75],"the":[47,61,77,81,93,97,112,117,123,153,172],"success":[48],"concept":[50],"removal":[51,66],"generative":[53,165],"models,":[54,151,166],"propose":[56],"approach":[58,110],"address":[60],"under-explored":[62],"challenge":[63],"in":[67,164],"pretrained":[68],"diffusion":[69],"models.":[70],"Our":[71],"method":[72],"achieves":[73],"aligning":[76],"image":[78],"distribution":[79],"removed":[85],"that":[87,108],"target":[90],"identity,":[91],"ensuring":[92],"avoids":[95],"specified":[98,113],"identity.":[99],"Extensive":[100],"experiments,":[101],"including":[102],"quantitative":[103],"and":[104,131,142,157,175],"qualitative":[105],"analyses,":[106],"demonstrate":[107],"our":[109],"eliminates":[111],"while":[115],"preserving":[116],"integrity":[118],"other":[120],"within":[122],"model,":[124],"achieving":[125],"low":[127],"AccU":[128],"=":[129,133],"1.50%":[130],"FIDR":[132],"15.8.":[134],"Additionally,":[135],"introduce":[137],"new":[139],"Selective":[140],"Removal":[141],"Keep":[143],"(SRK)":[144],"metric":[145],"based":[146],"on":[147,155,178],"facial":[148],"recognition":[149],"(FR)":[150],"incorporating":[152],"accuracy":[154],"unlearned":[156],"retained":[158],"identities,":[159],"for":[160],"evaluating":[161],"unlearning":[163,173],"providing":[167],"comprehensive":[169],"assessment":[170],"process":[174],"its":[176],"impact":[177],"performance.":[180]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}