{"id":"https://openalex.org/W4410886900","doi":"https://doi.org/10.1109/tnse.2025.3572493","title":"FedSSuper: A Secure and Private Federated Learning Under Trusted Supervision","display_name":"FedSSuper: A Secure and Private Federated Learning Under Trusted Supervision","publication_year":2025,"publication_date":"2025-05-30","ids":{"openalex":"https://openalex.org/W4410886900","doi":"https://doi.org/10.1109/tnse.2025.3572493"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2025.3572493","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2025.3572493","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/A5012322362","display_name":"Ping Zhao","orcid":"https://orcid.org/0000-0003-0907-9926"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ping Zhao","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106404922","display_name":"Jin Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Jiang","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014686940","display_name":"Guanglin Zhang","orcid":"https://orcid.org/0000-0003-4095-6843"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanglin Zhang","raw_affiliation_strings":["College of Information Science and Technology, Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012322362"],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":5.6828,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95463259,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"6","first_page":"4544","last_page":"4559"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9735000133514404,"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/T10237","display_name":"Cryptography and Data Security","score":0.9735000133514404,"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/T10927","display_name":"Access Control and Trust","score":0.9535999894142151,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5776475071907043},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5541521310806274},{"id":"https://openalex.org/keywords/trusted-computing","display_name":"Trusted Computing","score":0.42932096123695374},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3591349720954895},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.35381513833999634}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5776475071907043},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5541521310806274},{"id":"https://openalex.org/C2776831232","wikidata":"https://www.wikidata.org/wiki/Q966812","display_name":"Trusted Computing","level":2,"score":0.42932096123695374},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3591349720954895},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.35381513833999634}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2025.3572493","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2025.3572493","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.47999998927116394,"display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G8092133816","display_name":null,"funder_award_id":"62372100","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/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W2112796928","https://openalex.org/W2767079719","https://openalex.org/W2781091734","https://openalex.org/W2983431304","https://openalex.org/W3013310637","https://openalex.org/W3091476023","https://openalex.org/W3096328345","https://openalex.org/W3107632872","https://openalex.org/W3138090943","https://openalex.org/W3138597937","https://openalex.org/W3146591378","https://openalex.org/W3175919946","https://openalex.org/W3191782051","https://openalex.org/W3204548896","https://openalex.org/W4214573696","https://openalex.org/W4226047321","https://openalex.org/W4226249052","https://openalex.org/W4283801341","https://openalex.org/W4285196615","https://openalex.org/W4295308234","https://openalex.org/W4312643771","https://openalex.org/W4312996082","https://openalex.org/W4316661314","https://openalex.org/W4317796249","https://openalex.org/W4322731276","https://openalex.org/W4323065874","https://openalex.org/W4323338423","https://openalex.org/W4386702636","https://openalex.org/W4387042211","https://openalex.org/W4387665628","https://openalex.org/W4390603833","https://openalex.org/W4396817538","https://openalex.org/W4398151257","https://openalex.org/W4399880766","https://openalex.org/W4402156017","https://openalex.org/W4402473949","https://openalex.org/W4405314255","https://openalex.org/W4405314283"],"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":[1,137],"(FL)":[2],"allows":[3],"multiple":[4],"clients":[5,34,161,168,175],"and":[6,47,65,108,115,132,169,203,208,215,218,226,248],"a":[7,12,130,156],"server":[8,40,53,153,184],"to":[9,26,29,38,41,77,162,212,228],"jointly":[10],"learn":[11],"global":[13,45],"model":[14],"while":[15],"keeping":[16],"their":[17,60],"training":[18,56,166],"data":[19,57,253],"private.":[20],"However,":[21],"FL":[22],"has":[23],"been":[24],"proved":[25],"be":[27],"vulnerable":[28],"Byzantine":[30,64,82,103,207,241,245],"attacks":[31,49,67,74,83,242],"where":[32,50],"malicious":[33],"submit":[35],"misleading":[36],"updates":[37,181],"the":[39,44,51,102,113,121,152,160,164,177,183,233,258],"further":[42],"manipulate":[43],"model,":[46],"inference":[48,66,73,195,209,260],"curious":[52],"infers":[54],"clients'":[55,78,213],"via":[58,186],"analyzing":[59],"updates.":[61],"Mitigating":[62],"both":[63],"is":[68,150],"highly":[69],"challenging":[70],"since":[71],"resisting":[72,194],"prohibits":[75],"access":[76],"updates,":[79],"but":[80],"preventing":[81],"requires":[84],"such":[85,92],"access.":[86],"Several":[87],"existing":[88,230],"works":[89],"focusing":[90],"on":[91,159,167,182,223],"two":[93,239],"intuitively":[94],"conflicting":[95],"events":[96],"cannot":[97],"achieve":[98],"desirable":[99,216],"performance":[100,235],"with":[101,243],"ratio":[104,246],"larger":[105],"than":[106],"0.5,":[107],"moreover":[109],"did":[110],"not":[111],"consider":[112],"non-independent":[114],"identically":[116],"distributed":[117],"(non-IID)":[118],"data,":[119],"especially":[120],"completely":[122],"non-IID":[123,252],"cases.":[124],"To":[125],"this":[126],"end,":[127],"we":[128,198],"propose":[129],"secure":[131],"private":[133],"<underline":[134,142],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[135,140,143],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Fed</u>erated":[136],"under":[138],"tru<underline":[139],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</u>ted":[141],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Super</u>vision":[144],"(FedSSuper).":[145],"The":[146],"intuition":[147],"of":[148,179,236,251],"FedSSuper":[149,237],"that":[151],"first":[154],"deploys":[155],"shadow":[157],"dataset":[158],"supervise":[163,176],"local":[165,180],"thereby":[170,193],"adaptively":[171],"tame":[172],"Byzantines.":[173],"Likewise,":[174],"aggregation":[178],"side":[185],"Secret":[187],"Sharing":[188],"based":[189],"Secure":[190],"P-Parties":[191],"Computation,":[192],"attacks.":[196,261],"Finally,":[197],"theoretically":[199],"prove":[200],"FedSSuper's":[201],"security":[202],"privacy":[204],"guarantees":[205],"against":[206,238],"attacks,":[210],"robustness":[211],"dropouts,":[214],"computation":[217],"communication":[219],"complexity.":[220],"Extensive":[221],"experiments":[222],"three":[224],"datasets":[225],"comparisons":[227],"seven":[229],"defenses":[231],"demonstrate":[232],"superior":[234],"state-of-the-art":[240],"large":[244],"0.7":[247],"high":[249],"level":[250],"1.0,":[254],"as":[255,257],"well":[256],"well-designed":[259]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
