{"id":"https://openalex.org/W4323065874","doi":"https://doi.org/10.1109/tcbb.2023.3243932","title":"Robust and Privacy-Preserving Decentralized Deep Federated Learning Training: Focusing on Digital Healthcare Applications","display_name":"Robust and Privacy-Preserving Decentralized Deep Federated Learning Training: Focusing on Digital Healthcare Applications","publication_year":2023,"publication_date":"2023-03-03","ids":{"openalex":"https://openalex.org/W4323065874","doi":"https://doi.org/10.1109/tcbb.2023.3243932","pmid":"https://pubmed.ncbi.nlm.nih.gov/37028039"},"language":"en","primary_location":{"id":"doi:10.1109/tcbb.2023.3243932","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2023.3243932","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"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 Computational Biology and Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5052363813","display_name":"Youliang Tian","orcid":"https://orcid.org/0000-0002-5974-1570"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youliang Tian","raw_affiliation_strings":["State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5974-1570","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100328364","display_name":"Shuai Wang","orcid":"https://orcid.org/0009-0001-3395-8181"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Wang","raw_affiliation_strings":["State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0009-0001-3395-8181","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060659901","display_name":"Jinbo Xiong","orcid":"https://orcid.org/0000-0001-9985-1953"},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]},{"id":"https://openalex.org/I4210132990","display_name":"State Key Laboratory of Cryptology","ror":"https://ror.org/02pn5rj08","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinbo Xiong","raw_affiliation_strings":["Fujian Provincial Key Laboratory of Network Security and Cryptology, College of Computer and Cyber Security, Fujian Normal University, Fuzhou, Fujian, China","Henan Key Laboratory of Network Cryptography Technology, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9985-1953","affiliations":[{"raw_affiliation_string":"Fujian Provincial Key Laboratory of Network Security and Cryptology, College of Computer and Cyber Security, Fujian Normal University, Fuzhou, Fujian, China","institution_ids":["https://openalex.org/I111753288"]},{"raw_affiliation_string":"Henan Key Laboratory of Network Cryptography Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I4210132990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005526474","display_name":"Renwan Bi","orcid":"https://orcid.org/0000-0002-0926-3929"},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]},{"id":"https://openalex.org/I4210132990","display_name":"State Key Laboratory of Cryptology","ror":"https://ror.org/02pn5rj08","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210132990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renwan Bi","raw_affiliation_strings":["Fujian Provincial Key Laboratory of Network Security and Cryptology, College of Computer and Cyber Security, Fujian Normal University, Fuzhou, Fujian, China","Henan Key Laboratory of Network Cryptography Technology, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0926-3929","affiliations":[{"raw_affiliation_string":"Fujian Provincial Key Laboratory of Network Security and Cryptology, College of Computer and Cyber Security, Fujian Normal University, Fuzhou, Fujian, China","institution_ids":["https://openalex.org/I111753288"]},{"raw_affiliation_string":"Henan Key Laboratory of Network Cryptography Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I4210132990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087443104","display_name":"Zhou Zhou","orcid":"https://orcid.org/0000-0001-5436-7674"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Zhou","raw_affiliation_strings":["State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5436-7674","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086666436","display_name":"Md Zakirul Alam Bhuiyan","orcid":"https://orcid.org/0000-0002-9513-9990"},"institutions":[{"id":"https://openalex.org/I164389053","display_name":"Fordham University","ror":"https://ror.org/03qnxaf80","country_code":"US","type":"education","lineage":["https://openalex.org/I164389053"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Zakirul Alam Bhuiyan","raw_affiliation_strings":["Department of Computer and Information Sciences, Fordham University, New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-9513-9990","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Fordham University, New York, NY, USA","institution_ids":["https://openalex.org/I164389053"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.0417,"has_fulltext":false,"cited_by_count":107,"citation_normalized_percentile":{"value":0.99295705,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"21","issue":"4","first_page":"890","last_page":"901"},"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":0.9902999997138977,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9667999744415283,"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":0.8090670108795166},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6392521262168884},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.58705073595047},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5859394073486328},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5745190382003784},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.569966733455658},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5689423680305481},{"id":"https://openalex.org/keywords/single-point-of-failure","display_name":"Single point of failure","score":0.5144162774085999},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48870018124580383},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4474228024482727},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4438118040561676},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.42454805970191956},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42396730184555054},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.42065003514289856},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.4114604890346527},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.23998504877090454},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.12710246443748474}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8090670108795166},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6392521262168884},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.58705073595047},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5859394073486328},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5745190382003784},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.569966733455658},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5689423680305481},{"id":"https://openalex.org/C165136773","wikidata":"https://www.wikidata.org/wiki/Q1363179","display_name":"Single point of failure","level":2,"score":0.5144162774085999},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48870018124580383},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4474228024482727},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4438118040561676},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.42454805970191956},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42396730184555054},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.42065003514289856},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.4114604890346527},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.23998504877090454},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.12710246443748474},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016494","descriptor_name":"Computer Security","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018907","descriptor_name":"Privacy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcbb.2023.3243932","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2023.3243932","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"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 Computational Biology and Bioinformatics","raw_type":"journal-article"},{"id":"pmid:37028039","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37028039","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM transactions on computational biology and bioinformatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G132680173","display_name":null,"funder_award_id":"[2020]5017","funder_id":"https://openalex.org/F4320336617","funder_display_name":"Science and Technology Program of Guizhou Province"},{"id":"https://openalex.org/G3314425597","display_name":null,"funder_award_id":"61872088","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G645651932","display_name":null,"funder_award_id":"2021YFB3101100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7339968161","display_name":null,"funder_award_id":"62272102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8225248995","display_name":null,"funder_award_id":"U1836205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8933663338","display_name":null,"funder_award_id":"[2022]065","funder_id":"https://openalex.org/F4320336617","funder_display_name":"Science and Technology Program of Guizhou Province"},{"id":"https://openalex.org/G968270831","display_name":null,"funder_award_id":"62272123","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320336617","display_name":"Science and Technology Program of Guizhou Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W114517082","https://openalex.org/W1590174667","https://openalex.org/W1857382374","https://openalex.org/W2133062571","https://openalex.org/W2535838896","https://openalex.org/W2591882872","https://openalex.org/W2753783305","https://openalex.org/W2765749381","https://openalex.org/W2767079719","https://openalex.org/W2781091734","https://openalex.org/W2802607175","https://openalex.org/W2810482148","https://openalex.org/W2898082692","https://openalex.org/W2912213068","https://openalex.org/W2949003697","https://openalex.org/W2951832089","https://openalex.org/W2963540401","https://openalex.org/W2972882814","https://openalex.org/W2983509101","https://openalex.org/W2984693664","https://openalex.org/W2996845627","https://openalex.org/W3014517104","https://openalex.org/W3018464563","https://openalex.org/W3034614954","https://openalex.org/W3045611708","https://openalex.org/W3047518768","https://openalex.org/W3093606573","https://openalex.org/W3095251140","https://openalex.org/W3096328345","https://openalex.org/W3097072081","https://openalex.org/W3099845542","https://openalex.org/W3106356772","https://openalex.org/W3107965923","https://openalex.org/W3117176175","https://openalex.org/W3120721446","https://openalex.org/W3134672306","https://openalex.org/W3155100294","https://openalex.org/W3159562992","https://openalex.org/W3161976591","https://openalex.org/W3164675724","https://openalex.org/W3175385336","https://openalex.org/W3176937389","https://openalex.org/W3193254256","https://openalex.org/W3193351399","https://openalex.org/W3193492336","https://openalex.org/W4206320562","https://openalex.org/W4210398162","https://openalex.org/W4210788152","https://openalex.org/W4226049484","https://openalex.org/W4280520205","https://openalex.org/W4297687186","https://openalex.org/W6728757088","https://openalex.org/W6759226220"],"related_works":["https://openalex.org/W1968399615","https://openalex.org/W4285814369","https://openalex.org/W4312762663","https://openalex.org/W4385749934","https://openalex.org/W3201612435","https://openalex.org/W1992241391","https://openalex.org/W3112310000","https://openalex.org/W3039437223","https://openalex.org/W4390607445","https://openalex.org/W4379539693"],"abstract_inverted_index":{"Federated":[0],"learning":[1,44,80],"of":[2,42,52,111,114,124,147,179],"deep":[3,78],"neural":[4],"networks":[5],"has":[6],"emerged":[7],"as":[8],"an":[9],"evolving":[10],"paradigm":[11],"for":[12,187],"distributed":[13],"machine":[14],"learning,":[15],"gaining":[16],"widespread":[17],"attention":[18],"due":[19],"to":[20,23,98,119,132,173],"its":[21],"ability":[22],"update":[24,120],"parameters":[25,113],"without":[26,139],"collecting":[27],"raw":[28],"data":[29,95,141,154],"from":[30,46],"users,":[31],"especially":[32,57],"in":[33,103,177],"digital":[34,188],"healthcare":[35,130,189],"applications.":[36,190],"However,":[37],"the":[38,68,100,109,115,121,125,136,145,148,152],"traditional":[39],"centralized":[40],"architecture":[41],"federated":[43,79],"suffers":[45],"several":[47],"problems":[48],"(e.g.,":[49],"single":[50],"point":[51],"failure,":[53],"communication":[54,101],"bottlenecks,":[55],"etc.),":[56],"malicious":[58],"servers":[59],"inferring":[60],"gradients":[61],"and":[62,75,92,143,182,184],"causing":[63,140],"gradient":[64],"leakage.":[65],"To":[66],"tackle":[67],"above":[69],"issues,":[70],"we":[71,85,107],"propose":[72],"a":[73,87,93],"robust":[74],"privacy-preserving":[76],"decentralized":[77],"(RPDFL)":[81],"training":[82,137,150],"scheme.":[83,156],"Specifically,":[84],"design":[86],"novel":[88],"ring":[89],"FL":[90,175],"structure":[91],"Ring-Allreduce-based":[94,153],"sharing":[96,155],"scheme":[97],"improve":[99,108],"efficiency":[102],"RPDFL":[104,149,161,169],"training.":[105],"Furthermore,":[106],"process":[110,123,138],"distributing":[112],"Chinese":[116],"residual":[117],"theorem":[118],"execution":[122],"threshold":[126],"secret":[127],"sharing,":[128],"supporting":[129],"edge":[131],"drop":[133],"out":[134],"during":[135],"leakage,":[142],"ensuring":[144],"robustness":[146],"under":[151],"Security":[157],"analysis":[158],"indicates":[159],"that":[160,168],"is":[162,170,185],"provable":[163],"secure.":[164],"Experiment":[165],"results":[166],"show":[167],"significantly":[171],"superior":[172],"standard":[174],"methods":[176],"terms":[178],"model":[180],"accuracy":[181],"convergence,":[183],"suitable":[186]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":51},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}