{"id":"https://openalex.org/W4401692066","doi":"https://doi.org/10.1109/isit57864.2024.10619521","title":"Controlled privacy leakage propagation throughout differential private overlapping grouped learning","display_name":"Controlled privacy leakage propagation throughout differential private overlapping grouped learning","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4401692066","doi":"https://doi.org/10.1109/isit57864.2024.10619521"},"language":"en","primary_location":{"id":"doi:10.1109/isit57864.2024.10619521","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isit57864.2024.10619521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Information Theory (ISIT)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.60882/cispa.32800980","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110852113","display_name":"Shahrzad Kiani","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shahrzad Kiani","raw_affiliation_strings":["University of Toronto,Dept. of Electrical and Computer Eng.,Toronto,ON,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Toronto,Dept. of Electrical and Computer Eng.,Toronto,ON,Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039583147","display_name":"Franziska Boenisch","orcid":"https://orcid.org/0000-0002-2111-2234"},"institutions":[{"id":"https://openalex.org/I4210128801","display_name":"Helmholtz Center for Information Security","ror":"https://ror.org/02njgxr09","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210128801"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Franziska Boenisch","raw_affiliation_strings":["SprintML Lab,CISPA,Saarbr&#x00FC;cken,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SprintML Lab,CISPA,Saarbr&#x00FC;cken,Germany","institution_ids":["https://openalex.org/I4210128801"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029182703","display_name":"Stark C. Draper","orcid":"https://orcid.org/0000-0001-8100-5599"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Stark C. Draper","raw_affiliation_strings":["University of Toronto,Dept. of Electrical and Computer Eng.,Toronto,ON,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Toronto,Dept. of Electrical and Computer Eng.,Toronto,ON,Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"386","last_page":"391"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9833999872207642,"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":0.9833999872207642,"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/T11498","display_name":"Security in Wireless Sensor Networks","score":0.9684000015258789,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10237","display_name":"Cryptography and Data Security","score":0.9674999713897705,"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/differential-privacy","display_name":"Differential privacy","score":0.8511024117469788},{"id":"https://openalex.org/keywords/leakage","display_name":"Leakage (economics)","score":0.7177029848098755},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5729722380638123},{"id":"https://openalex.org/keywords/information-leakage","display_name":"Information leakage","score":0.5205755829811096},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.45391160249710083},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3521045446395874},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3219115734100342},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1894647181034088}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.8511024117469788},{"id":"https://openalex.org/C2777042071","wikidata":"https://www.wikidata.org/wiki/Q6509304","display_name":"Leakage (economics)","level":2,"score":0.7177029848098755},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5729722380638123},{"id":"https://openalex.org/C2779201187","wikidata":"https://www.wikidata.org/wiki/Q2775060","display_name":"Information leakage","level":2,"score":0.5205755829811096},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.45391160249710083},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3521045446395874},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3219115734100342},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1894647181034088},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/isit57864.2024.10619521","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isit57864.2024.10619521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Information Theory (ISIT)","raw_type":"proceedings-article"},{"id":"doi:10.60882/cispa.32800980","is_oa":true,"landing_page_url":"https://doi.org/10.60882/cispa.32800980","pdf_url":null,"source":{"id":"https://openalex.org/S7407050916","display_name":"CISPA Helmholtz Center","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"ConferenceProceeding"},{"id":"doi:10.60882/cispa.32800980.v1","is_oa":true,"landing_page_url":"https://doi.org/10.60882/cispa.32800980.v1","pdf_url":null,"source":{"id":"https://openalex.org/S7407050916","display_name":"CISPA Helmholtz Center","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"ConferenceProceeding"}],"best_oa_location":{"id":"doi:10.60882/cispa.32800980","is_oa":true,"landing_page_url":"https://doi.org/10.60882/cispa.32800980","pdf_url":null,"source":{"id":"https://openalex.org/S7407050916","display_name":"CISPA Helmholtz Center","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"ConferenceProceeding"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2113792377","https://openalex.org/W2473418344","https://openalex.org/W2594311007","https://openalex.org/W2911978475","https://openalex.org/W2949908569","https://openalex.org/W2963672937","https://openalex.org/W2970408908","https://openalex.org/W2976335444","https://openalex.org/W2995022099","https://openalex.org/W2996422317","https://openalex.org/W3007548213","https://openalex.org/W3012968339","https://openalex.org/W3016632787","https://openalex.org/W3027749727","https://openalex.org/W3099185500","https://openalex.org/W3132218710","https://openalex.org/W3196371845","https://openalex.org/W3213145617","https://openalex.org/W4200629436","https://openalex.org/W4205228770","https://openalex.org/W4226197648","https://openalex.org/W4235019172","https://openalex.org/W4254943607","https://openalex.org/W4281763344","https://openalex.org/W4292387408","https://openalex.org/W4298221930","https://openalex.org/W4302286902","https://openalex.org/W4315784658","https://openalex.org/W4318619660","https://openalex.org/W4382463479","https://openalex.org/W4385412495","https://openalex.org/W4390828922"],"related_works":["https://openalex.org/W3010781909","https://openalex.org/W3123987581","https://openalex.org/W4200233390","https://openalex.org/W2358406440","https://openalex.org/W4296973715","https://openalex.org/W4315705624","https://openalex.org/W2605443953","https://openalex.org/W3116386889","https://openalex.org/W4313218046","https://openalex.org/W2352435628"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"is":[3],"a":[4,15,114],"privacy-centric":[5],"frame-work":[6],"for":[7],"distributed":[8],"learning":[9,75,79],"where":[10],"devices":[11],"collaborate":[12],"to":[13,41,44,51,63,113],"develop":[14],"shared":[16],"global":[17],"model":[18,99],"while":[19],"keeping":[20],"their":[21],"raw":[22],"data":[23],"local.":[24],"Since":[25],"workers":[26,48,94],"may":[27],"naturally":[28],"form":[29],"groups":[30,81],"based":[31],"on":[32],"common":[33,83],"objectives":[34],"and":[35,60],"privacy":[36,58,64,88],"rules,":[37],"we":[38,69],"are":[39],"motivated":[40],"extend":[42],"FL":[43,116],"such":[45],"settings.":[46],"As":[47],"can":[49],"contribute":[50],"multiple":[52,101],"groups,":[53],"complexities":[54],"arise":[55],"in":[56,61],"understanding":[57],"leakage":[59],"adhering":[62],"policies.":[65],"In":[66],"this":[67],"paper,":[68],"propose":[70],"differ-ential":[71],"private":[72],"overlapping":[73],"grouped":[74],"(DP-OGL),":[76],"which":[77],"shares":[78],"across":[80],"through":[82],"workers.":[84],"We":[85],"derive":[86],"formal":[87],"guarantees":[89],"between":[90],"every":[91],"pair":[92],"of":[93],"under":[95],"the":[96],"honest-but-curious":[97],"threat":[98],"with":[100],"group":[102],"memberships.":[103],"Our":[104],"experiments":[105],"show":[106],"that":[107],"DP-OGL":[108],"improves":[109],"privacy-utility":[110],"trade-offs":[111],"compared":[112],"baseline":[115],"system.":[117]},"counts_by_year":[],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}
