{"id":"https://openalex.org/W4388624522","doi":"https://doi.org/10.1109/tsc.2023.3332102","title":"Differentially Private Auction Design for Federated Learning With non-IID Data","display_name":"Differentially Private Auction Design for Federated Learning With non-IID Data","publication_year":2023,"publication_date":"2023-11-13","ids":{"openalex":"https://openalex.org/W4388624522","doi":"https://doi.org/10.1109/tsc.2023.3332102"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2023.3332102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2023.3332102","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-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/A5024386586","display_name":"Kean Ren","orcid":"https://orcid.org/0009-0000-8611-9034"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kean Ren","raw_affiliation_strings":["School of Software Engineering, Sun Yat-sen University, Zhuhai, China"],"raw_orcid":"https://orcid.org/0009-0000-8611-9034","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022042645","display_name":"Guocheng Liao","orcid":"https://orcid.org/0000-0002-3200-6162"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guocheng Liao","raw_affiliation_strings":["School of Software Engineering, Sun Yat-sen University, Zhuhai, China"],"raw_orcid":"https://orcid.org/0000-0002-3200-6162","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086111868","display_name":"Qian Ma","orcid":"https://orcid.org/0000-0001-6398-4949"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Ma","raw_affiliation_strings":["School of Intelligent System Engineering, Sun Yat-sen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-6398-4949","affiliations":[{"raw_affiliation_string":"School of Intelligent System Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100385692","display_name":"Xu Chen","orcid":"https://orcid.org/0000-0001-9943-6020"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9943-6020","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":1.1104,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81664992,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"17","issue":"5","first_page":"2236","last_page":"2247"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.9944000244140625,"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":0.866227388381958},{"id":"https://openalex.org/keywords/incentive","display_name":"Incentive","score":0.7588203549385071},{"id":"https://openalex.org/keywords/notice","display_name":"Notice","score":0.6619179248809814},{"id":"https://openalex.org/keywords/private-information-retrieval","display_name":"Private information retrieval","score":0.6273514628410339},{"id":"https://openalex.org/keywords/mechanism-design","display_name":"Mechanism design","score":0.59577876329422},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5563892126083374},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5133110880851746},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4966652989387512},{"id":"https://openalex.org/keywords/incentive-compatibility","display_name":"Incentive compatibility","score":0.43975579738616943},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.41723787784576416},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3283451795578003},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3136831223964691},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.19660812616348267},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.10379934310913086}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.866227388381958},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.7588203549385071},{"id":"https://openalex.org/C2779913896","wikidata":"https://www.wikidata.org/wiki/Q7063001","display_name":"Notice","level":2,"score":0.6619179248809814},{"id":"https://openalex.org/C99221444","wikidata":"https://www.wikidata.org/wiki/Q1532069","display_name":"Private information retrieval","level":2,"score":0.6273514628410339},{"id":"https://openalex.org/C153517567","wikidata":"https://www.wikidata.org/wiki/Q26090","display_name":"Mechanism design","level":2,"score":0.59577876329422},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5563892126083374},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5133110880851746},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4966652989387512},{"id":"https://openalex.org/C91810955","wikidata":"https://www.wikidata.org/wiki/Q7731670","display_name":"Incentive compatibility","level":3,"score":0.43975579738616943},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.41723787784576416},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3283451795578003},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3136831223964691},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.19660812616348267},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.10379934310913086},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2023.3332102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2023.3332102","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.4099999964237213,"display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G2564567550","display_name":null,"funder_award_id":"62202512","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5902444403","display_name":null,"funder_award_id":"62372481","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6683776821","display_name":null,"funder_award_id":"2023A1515011853","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G7892869890","display_name":null,"funder_award_id":"62002399","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W83592706","https://openalex.org/W1901616594","https://openalex.org/W2000233350","https://openalex.org/W2015627422","https://openalex.org/W2027595342","https://openalex.org/W2029050771","https://openalex.org/W2084959643","https://openalex.org/W2105767494","https://openalex.org/W2109426455","https://openalex.org/W2245160765","https://openalex.org/W2601485179","https://openalex.org/W2750384547","https://openalex.org/W2767079719","https://openalex.org/W2799040448","https://openalex.org/W2807006176","https://openalex.org/W2943491685","https://openalex.org/W2945996667","https://openalex.org/W2970606380","https://openalex.org/W2977797911","https://openalex.org/W3016632787","https://openalex.org/W3021654819","https://openalex.org/W3023244064","https://openalex.org/W3025029677","https://openalex.org/W3041260798","https://openalex.org/W3042621011","https://openalex.org/W3045747588","https://openalex.org/W3047304572","https://openalex.org/W3081095512","https://openalex.org/W3098064161","https://openalex.org/W3118608800","https://openalex.org/W3122462552","https://openalex.org/W3128515475","https://openalex.org/W3135472452","https://openalex.org/W3154335119","https://openalex.org/W3154373807","https://openalex.org/W3155189475","https://openalex.org/W3155898870","https://openalex.org/W3156681210","https://openalex.org/W3156818449","https://openalex.org/W3163105316","https://openalex.org/W3170790803","https://openalex.org/W3187771572","https://openalex.org/W3195582989","https://openalex.org/W3196371845","https://openalex.org/W3205478485","https://openalex.org/W3206985409","https://openalex.org/W3208293033","https://openalex.org/W4205585032","https://openalex.org/W4205597275","https://openalex.org/W4206320562","https://openalex.org/W4214513907","https://openalex.org/W4226487265","https://openalex.org/W4229029907","https://openalex.org/W4285234583","https://openalex.org/W4292970498","https://openalex.org/W4317434693","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6752029299","https://openalex.org/W6759238902","https://openalex.org/W6762486116","https://openalex.org/W6779539550","https://openalex.org/W6787972765","https://openalex.org/W6799277034","https://openalex.org/W6800540296"],"related_works":["https://openalex.org/W2610226722","https://openalex.org/W2901356298","https://openalex.org/W1502128320","https://openalex.org/W2950333913","https://openalex.org/W4301722110","https://openalex.org/W2524244071","https://openalex.org/W3103204983","https://openalex.org/W2054039722","https://openalex.org/W3121308154","https://openalex.org/W3122468522"],"abstract_inverted_index":{"Federated":[0],"learning":[1,7],"(FL)":[2],"is":[3,80,149,189],"a":[4,14,22,103,117],"distributed":[5],"machine":[6],"scheme":[8],"in":[9,108],"which":[10],"clients":[11,52,134],"jointly":[12],"train":[13],"model":[15],"without":[16,183,194],"exposing":[17],"their":[18],"private":[19,87,106],"data":[20,55,72],"to":[21,50,56,82,85,97,123,163,191],"central":[23],"server.":[24],"However,":[25,61],"two":[26],"challenges":[27],"exist:":[28],"one":[29,37],"technical":[30],"challenge":[31,39],"of":[32,40,69,89,166],"the":[33,41,58,62,66,86,90,109,121,125,159,164,167,181,185,192],"non-IID":[34,59,186],"issue":[35,187],"and":[36,101,128,148,153,174,188],"economic":[38],"incentive":[42,48,110],"issue.":[43,60],"Many":[44],"existing":[45,63],"works":[46,64],"presented":[47],"mechanisms":[49],"select":[51],"with":[53,135],"high-quality":[54,137],"tackle":[57],"assumed":[65],"server's":[67],"availability":[68],"clients'":[70,126],"true":[71],"quality":[73,160],"information.":[74,91],"We":[75,139,156,170],"notice":[76],"that":[77,132,141,176],"this":[78,93,99,113],"assumption":[79,100],"hard":[81],"satisfy":[83],"due":[84,162],"nature":[88],"In":[92,112],"paper,":[94],"we":[95,115],"try":[96],"eliminate":[98],"adopt":[102],"local":[104],"differentially":[105],"mechanism":[107,182,193],"mechanism.":[111,169],"regard,":[114],"propose":[116],"Bayesian-based":[118],"method":[119],"for":[120],"server":[122],"estimate":[124],"qualities":[127],"an":[129,145],"efficient":[130],"algorithm":[131],"incentivizes":[133],"approximately":[136],"data.":[138],"prove":[140],"our":[142,177],"solution":[143,179],"has":[144],"approximation":[146],"guarantee":[147],"incentive-compatible,":[150],"individually":[151],"rational,":[152],"computationally":[154],"efficient.":[155],"also":[157],"analyze":[158],"loss":[161],"integration":[165],"privacy-preserving":[168],"conduct":[171],"extensive":[172],"experiments":[173],"show":[175],"proposed":[178],"outperforms":[180],"considering":[184],"comparable":[190],"privacy":[195],"protection.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}