{"id":"https://openalex.org/W4388857374","doi":"https://doi.org/10.1145/3576915.3616593","title":"DPMLBench: Holistic Evaluation of Differentially Private Machine Learning","display_name":"DPMLBench: Holistic Evaluation of Differentially Private Machine Learning","publication_year":2023,"publication_date":"2023-11-15","ids":{"openalex":"https://openalex.org/W4388857374","doi":"https://doi.org/10.1145/3576915.3616593"},"language":"en","primary_location":{"id":"doi:10.1145/3576915.3616593","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3576915.3616593","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security","raw_type":"proceedings-article"},"type":"conference-paper","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/A5006624972","display_name":"Chengkun Wei","orcid":"https://orcid.org/0000-0001-8849-8808"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengkun Wei","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8849-8808","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068853349","display_name":"Minghu Zhao","orcid":"https://orcid.org/0009-0009-7038-7873"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghu Zhao","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0009-7038-7873","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746182","display_name":"Zhikun Zhang","orcid":"https://orcid.org/0000-0001-7208-3392"},"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":"Zhikun Zhang","raw_affiliation_strings":["Stanford University &amp; CISPA Helmholtz Center for Information Security, Stanford, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-7208-3392","affiliations":[{"raw_affiliation_string":"Stanford University &amp; CISPA Helmholtz Center for Information Security, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337210","display_name":"Min Chen","orcid":"https://orcid.org/0000-0002-1128-7989"},"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":"Min Chen","raw_affiliation_strings":["CISPA Helmholtz Center for Information Security, Saarbr\u00fccken, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1128-7989","affiliations":[{"raw_affiliation_string":"CISPA Helmholtz Center for Information Security, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I4210128801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032995108","display_name":"Wenlong Meng","orcid":"https://orcid.org/0009-0005-2613-0676"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenlong Meng","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0005-2613-0676","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103033006","display_name":"Bo Liu","orcid":"https://orcid.org/0000-0002-7395-4513"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Liu","raw_affiliation_strings":["Dbappsecurity, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7395-4513","affiliations":[{"raw_affiliation_string":"Dbappsecurity, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101925993","display_name":"Yuan Fan","orcid":"https://orcid.org/0009-0004-3712-8304"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Fan","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0004-3712-8304","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101562847","display_name":"Wenzhi Chen","orcid":"https://orcid.org/0000-0003-1674-4701"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenzhi Chen","raw_affiliation_strings":["Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1674-4701","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2621","last_page":"2635"},"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/T10237","display_name":"Cryptography and Data Security","score":0.9962000250816345,"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":0.9765999913215637,"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/generalizability-theory","display_name":"Generalizability theory","score":0.9015523195266724},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.8039922714233398},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7767196893692017},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6859662532806396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6164065003395081},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5545439720153809},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.4234694540500641},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.30377134680747986},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2470930516719818},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.12093448638916016},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07697400450706482}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.9015523195266724},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.8039922714233398},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7767196893692017},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6859662532806396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6164065003395081},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5545439720153809},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.4234694540500641},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30377134680747986},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2470930516719818},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.12093448638916016},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07697400450706482},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3576915.3616593","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3576915.3616593","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security","raw_type":"proceedings-article"},{"id":"pmh:oai:research.vu.nl:publications/ad567a43-b8f6-46f7-b58a-efc58ac9acda","is_oa":false,"landing_page_url":"https://research.vu.nl/en/publications/ad567a43-b8f6-46f7-b58a-efc58ac9acda","pdf_url":null,"source":{"id":"https://openalex.org/S4306401107","display_name":"VU Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I865915315","host_organization_name":"Vrije Universiteit Amsterdam","host_organization_lineage":["https://openalex.org/I865915315"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wei, C, Zhao, M, Zhang, Z, Chen, M, Meng, W, Liu, B, Fan, Y & Chen, W 2023, DPMLBench: Holistic Evaluation of Differentially Private Machine Learning. in CCS 2023 - Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security : Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security. Association for Computing Machinery, pp. 2621-2635. https://doi.org/10.1145/3576915.3616593","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:research.vu.nl:openaire_cris_publications/ad567a43-b8f6-46f7-b58a-efc58ac9acda","is_oa":false,"landing_page_url":"https://hdl.handle.net/1871.1/ad567a43-b8f6-46f7-b58a-efc58ac9acda","pdf_url":null,"source":{"id":"https://openalex.org/S4306401107","display_name":"VU Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I865915315","host_organization_name":"Vrije Universiteit Amsterdam","host_organization_lineage":["https://openalex.org/I865915315"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Wei, C, Zhao, M, Zhang, Z, Chen, M, Meng, W, Liu, B, Fan, Y & Chen, W 2023, DPMLBench: Holistic Evaluation of Differentially Private Machine Learning. in CCS 2023 - Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security : Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security. Association for Computing Machinery, pp. 2621-2635. https://doi.org/10.1145/3576915.3616593","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.5899999737739563,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G2394791","display_name":null,"funder_award_id":"FKZ:13N1S0762","funder_id":"https://openalex.org/F4320330848","funder_display_name":"CISPA-Stanford Center for Cybersecurity"}],"funders":[{"id":"https://openalex.org/F4320330848","display_name":"CISPA-Stanford Center for Cybersecurity","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W569478347","https://openalex.org/W1932922755","https://openalex.org/W1990838964","https://openalex.org/W2001238748","https://openalex.org/W2027595342","https://openalex.org/W2047656932","https://openalex.org/W2051267297","https://openalex.org/W2054922243","https://openalex.org/W2194775991","https://openalex.org/W2437617937","https://openalex.org/W2473418344","https://openalex.org/W2535690855","https://openalex.org/W2607662938","https://openalex.org/W2927692314","https://openalex.org/W2930926105","https://openalex.org/W2932329902","https://openalex.org/W2963351448","https://openalex.org/W2963456518","https://openalex.org/W2967880504","https://openalex.org/W3023153742","https://openalex.org/W3035174002","https://openalex.org/W3045700442","https://openalex.org/W3102360395","https://openalex.org/W3103245149","https://openalex.org/W3104406626","https://openalex.org/W3108807663","https://openalex.org/W3204984335","https://openalex.org/W4224145444","https://openalex.org/W4255574744","https://openalex.org/W4296562799","https://openalex.org/W4297632117","https://openalex.org/W4308642974","https://openalex.org/W4312899080","https://openalex.org/W4376626823","https://openalex.org/W6602127427","https://openalex.org/W6824583106"],"related_works":["https://openalex.org/W3010781909","https://openalex.org/W4200233390","https://openalex.org/W4315705624","https://openalex.org/W2605443953","https://openalex.org/W3116386889","https://openalex.org/W4313218046","https://openalex.org/W2943138144","https://openalex.org/W4388855833","https://openalex.org/W1604340626","https://openalex.org/W3127289135"],"abstract_inverted_index":{"Differential":[0],"privacy":[1,9,17],"(DP),":[2],"as":[3],"a":[4,13,42,87],"rigorous":[5],"mathematical":[6],"definition":[7],"quantifying":[8],"leakage,":[10],"has":[11],"become":[12],"well-accepted":[14],"standard":[15],"for":[16],"protection.":[18],"Combined":[19],"with":[20],"powerful":[21],"machine":[22,28],"learning":[23,29],"(ML)":[24],"techniques,":[25],"differentially":[26],"private":[27],"(DPML)":[30],"is":[31,86],"increasingly":[32],"important.":[33],"As":[34],"the":[35,76],"most":[36],"classic":[37],"DPML":[38,97],"algorithm,":[39],"DP-SGD":[40,62],"incurs":[41],"significant":[43],"loss":[44],"of":[45,78,89],"utility,":[46,100],"which":[47],"hinders":[48],"DPML's":[49],"deployment":[50],"in":[51,81,95],"practice.":[52],"Many":[53],"studies":[54,69],"have":[55],"recently":[56],"proposed":[57,80],"improved":[58],"algorithms":[59,98],"based":[60],"on":[61],"to":[63,92],"mitigate":[64],"utility":[65],"loss.":[66],"However,":[67],"these":[68,96],"are":[70],"isolated":[71],"and":[72,103],"cannot":[73],"comprehensively":[74],"measure":[75],"performance":[77],"improvements":[79,94],"algorithms.":[82],"More":[83],"importantly,":[84],"there":[85],"lack":[88],"comprehensive":[90],"research":[91],"compare":[93],"across":[99],"defensive":[101],"capabilities,":[102],"generalizability.":[104]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
