{"id":"https://openalex.org/W4386156801","doi":"https://doi.org/10.1109/tnet.2023.3302016","title":"Preserving Privacy and Security in Federated Learning","display_name":"Preserving Privacy and Security in Federated Learning","publication_year":2023,"publication_date":"2023-08-25","ids":{"openalex":"https://openalex.org/W4386156801","doi":"https://doi.org/10.1109/tnet.2023.3302016"},"language":"en","primary_location":{"id":"doi:10.1109/tnet.2023.3302016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2023.3302016","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"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/ACM Transactions on Networking","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/A5089015288","display_name":"Truc Nguyen","orcid":"https://orcid.org/0000-0002-5836-5884"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Truc Nguyen","raw_affiliation_strings":["Department of Computer and Information Science and Engineering, University of Florida, Gainesville, FL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science and Engineering, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005663679","display_name":"My T. Thai","orcid":"https://orcid.org/0000-0003-0503-2012"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"My T. Thai","raw_affiliation_strings":["Department of Computer and Information Science and Engineering, University of Florida, Gainesville, FL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science and Engineering, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089015288"],"corresponding_institution_ids":["https://openalex.org/I33213144"],"apc_list":null,"apc_paid":null,"fwci":13.202,"has_fulltext":false,"cited_by_count":77,"citation_normalized_percentile":{"value":0.99166096,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"32","issue":"1","first_page":"833","last_page":"843"},"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":0.9998999834060669,"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":0.9947999715805054,"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":0.6042506694793701},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.5703729391098022},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5105236768722534}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6042506694793701},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.5703729391098022},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5105236768722534}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnet.2023.3302016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2023.3302016","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"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/ACM Transactions on Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1917136288","display_name":null,"funder_award_id":"CNS-1935923","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5260318682","display_name":null,"funder_award_id":"CNS-2140477","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1575311728","https://openalex.org/W1600823322","https://openalex.org/W1885156594","https://openalex.org/W1890128745","https://openalex.org/W1980227445","https://openalex.org/W2027595342","https://openalex.org/W2043007983","https://openalex.org/W2051267297","https://openalex.org/W2056489112","https://openalex.org/W2132172731","https://openalex.org/W2230451675","https://openalex.org/W2402235285","https://openalex.org/W2473418344","https://openalex.org/W2767079719","https://openalex.org/W2770809732","https://openalex.org/W2781091734","https://openalex.org/W2807363941","https://openalex.org/W2900120080","https://openalex.org/W2934843808","https://openalex.org/W2963752132","https://openalex.org/W2986013765","https://openalex.org/W2990885002","https://openalex.org/W2999905431","https://openalex.org/W3031847131","https://openalex.org/W3038028469","https://openalex.org/W3118608800","https://openalex.org/W4288057794","https://openalex.org/W4382202898","https://openalex.org/W4385412495","https://openalex.org/W6723624725","https://openalex.org/W6728757088","https://openalex.org/W6752600739","https://openalex.org/W6755988804","https://openalex.org/W6759226220","https://openalex.org/W6771533808","https://openalex.org/W6780438843","https://openalex.org/W6780640148","https://openalex.org/W6786871979","https://openalex.org/W6787972765","https://openalex.org/W6802409679","https://openalex.org/W6849712443"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0],"learning":[1],"is":[2,124,147],"known":[3],"to":[4,7,57,110,126,140,155,169],"be":[5],"vulnerable":[6],"both":[8,71,90],"security":[9],"and":[10,76,94],"privacy":[11,72,177],"issues.":[12],"Existing":[13],"research":[14,43],"has":[15],"focused":[16],"either":[17],"on":[18,25],"preventing":[19],"poisoning":[20,79],"attacks":[21,80,132],"from":[22,31,81,137],"users":[23,75],"or":[24],"concealing":[26],"the":[27,32,58,108,128,134,138,141,149,156,166,176],"local":[28,112,135,157],"model":[29,87,113,172],"updates":[30,114,173],"server,":[33],"but":[34],"not":[35],"both.":[36],"However,":[37],"integrating":[38],"these":[39],"two":[40],"lines":[41],"of":[42,130,179],"remains":[44],"a":[45,66,84,100,116,120],"crucial":[46],"challenge":[47],"since":[48],"they":[49],"often":[50],"conflict":[51],"with":[52,55],"one":[53],"another":[54],"respect":[56],"threat":[59,86],"model.":[60],"In":[61],"this":[62],"work,":[63],"we":[64,97],"develop":[65],"principle":[67],"framework":[68,164],"that":[69,88,148],"offers":[70],"guarantees":[73,178],"for":[74,107,159],"detection":[77],"against":[78],"them.":[82],"With":[83],"new":[85],"includes":[89],"an":[91],"honest-but-curious":[92],"server":[93,109,139,150,168],"malicious":[95],"users,":[96],"first":[98],"propose":[99],"secure":[101,180],"aggregation":[102],"protocol":[103,123],"using":[104],"homomorphic":[105],"encryption":[106],"combine":[111],"in":[115,133],"private":[117],"manner.":[118],"Then,":[119],"zero-knowledge":[121],"proof":[122],"leveraged":[125],"shift":[127],"task":[129],"detecting":[131],"models":[136,158],"users.":[142],"The":[143],"key":[144],"observation":[145],"here":[146],"no":[151],"longer":[152],"needs":[153],"access":[154],"attack":[160],"detection.":[161],"Therefore,":[162],"our":[163],"enables":[165],"central":[167],"identify":[170],"poisoned":[171],"without":[174],"violating":[175],"aggregation.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":31},{"year":2024,"cited_by_count":34},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}