{"id":"https://openalex.org/W4408352060","doi":"https://doi.org/10.1109/icassp49660.2025.10889274","title":"A Study of Improving The Privacy-Utility Trade-off of Task-specific Models with Learnable Privacy","display_name":"A Study of Improving The Privacy-Utility Trade-off of Task-specific Models with Learnable Privacy","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408352060","doi":"https://doi.org/10.1109/icassp49660.2025.10889274"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5101921900","display_name":"Sava\u015f \u00d6zkan","orcid":"https://orcid.org/0000-0003-2845-9211"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Savas Ozkan","raw_affiliation_strings":["Samsung Research,UK"],"affiliations":[{"raw_affiliation_string":"Samsung Research,UK","institution_ids":["https://openalex.org/I4210117523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063176637","display_name":"Taha Ceritli","orcid":"https://orcid.org/0000-0002-5059-8421"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Taha Ceritli","raw_affiliation_strings":["Samsung Research,UK"],"affiliations":[{"raw_affiliation_string":"Samsung Research,UK","institution_ids":["https://openalex.org/I4210117523"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026331733","display_name":"Jeongwon Min","orcid":"https://orcid.org/0000-0001-8412-5545"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeongwon Min","raw_affiliation_strings":["Samsung Electronics,Korea"],"affiliations":[{"raw_affiliation_string":"Samsung Electronics,Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114847604","display_name":"Eunchung Noh","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eunchung Noh","raw_affiliation_strings":["Samsung Electronics,Korea"],"affiliations":[{"raw_affiliation_string":"Samsung Electronics,Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016786912","display_name":"Jung Min Cho","orcid":"https://orcid.org/0000-0002-6172-7583"},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jung Min Cho","raw_affiliation_strings":["Samsung Electronics,Korea"],"affiliations":[{"raw_affiliation_string":"Samsung Electronics,Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023376871","display_name":"Dookun Park","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dookun Park","raw_affiliation_strings":["Samsung Electronics,Korea"],"affiliations":[{"raw_affiliation_string":"Samsung Electronics,Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054882290","display_name":"Mete \u00d6zay","orcid":"https://orcid.org/0000-0002-7189-7260"},"institutions":[{"id":"https://openalex.org/I4210117523","display_name":"Samsung (United Kingdom)","ror":"https://ror.org/01w6gjq94","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210117523"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mete Ozay","raw_affiliation_strings":["Samsung Research,UK"],"affiliations":[{"raw_affiliation_string":"Samsung Research,UK","institution_ids":["https://openalex.org/I4210117523"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101921900"],"corresponding_institution_ids":["https://openalex.org/I4210117523"],"apc_list":null,"apc_paid":null,"fwci":3.1318,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90131673,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8600999712944031,"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":0.8600999712944031,"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":0.745011568069458},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6491119861602783},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.6156719923019409},{"id":"https://openalex.org/keywords/privacy-software","display_name":"Privacy software","score":0.5596541166305542},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.5000250339508057},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.46521973609924316},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.40753233432769775},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06344076991081238}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.745011568069458},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6491119861602783},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.6156719923019409},{"id":"https://openalex.org/C509729295","wikidata":"https://www.wikidata.org/wiki/Q7246032","display_name":"Privacy software","level":3,"score":0.5596541166305542},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.5000250339508057},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.46521973609924316},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.40753233432769775},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06344076991081238},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889274","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1873763122","https://openalex.org/W1901129140","https://openalex.org/W2001610032","https://openalex.org/W2112796928","https://openalex.org/W2133665775","https://openalex.org/W2194775991","https://openalex.org/W2473418344","https://openalex.org/W2594311007","https://openalex.org/W2911978475","https://openalex.org/W2963351448","https://openalex.org/W2989885118","https://openalex.org/W3004195290","https://openalex.org/W3047011367","https://openalex.org/W4293363567","https://openalex.org/W6637373629","https://openalex.org/W6735913928","https://openalex.org/W6743688258","https://openalex.org/W6747732332","https://openalex.org/W6751834796","https://openalex.org/W6752110675","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W2528109871","https://openalex.org/W3027166605","https://openalex.org/W3134350841","https://openalex.org/W3136495642","https://openalex.org/W3129454145","https://openalex.org/W3153181207","https://openalex.org/W2110748233","https://openalex.org/W4225340788","https://openalex.org/W4318485713"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"machine":[3],"learning":[4],"(ML)":[5],"models":[6,52,72,107],"have":[7],"been":[8],"integrated":[9],"into":[10],"various":[11],"applications":[12],"and":[13,88],"products":[14],"to":[15,77,118],"improve":[16,47,78],"user":[17,30,84],"experience.":[18],"However,":[19],"this":[20],"approach":[21],"raises":[22],"significant":[23],"concerns":[24],"about":[25],"the":[26,35,48,51,57,79,102,119],"protection":[27,116],"of":[28,39,50,59,83,105],"private":[29],"data":[31],"utilized":[32],"for":[33,69],"training":[34],"models.":[36],"One":[37],"limitation":[38],"vanilla":[40],"privacy":[41,54,71,75,82,115],"methods":[42],"is":[43],"that":[44,73,97],"they":[45],"can":[46],"robustness":[49],"against":[53],"attacks":[55],"at":[56],"cost":[58],"accuracy":[60,104],"while":[61,112],"performing":[62],"ML":[63,106],"tasks.":[64],"We":[65],"propose":[66],"a":[67],"framework":[68,99],"implementing":[70],"learn":[74],"budgets":[76],"trade-off":[80],"between":[81],"data,":[85],"task":[86,103],"models,":[87],"their":[89],"utility":[90],"(task":[91],"accuracy).":[92],"The":[93],"experimental":[94],"results":[95],"show":[96],"our":[98],"dramatically":[100],"enhances":[101],"in":[108],"image":[109],"classification":[110],"tasks":[111],"providing":[113],"better":[114],"compared":[117],"state-of-the-art":[120],"methods.":[121]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}