{"id":"https://openalex.org/W4389258307","doi":"https://doi.org/10.1007/s11704-023-3282-7","title":"A survey on federated learning: a perspective from multi-party computation","display_name":"A survey on federated learning: a perspective from multi-party computation","publication_year":2023,"publication_date":"2023-12-02","ids":{"openalex":"https://openalex.org/W4389258307","doi":"https://doi.org/10.1007/s11704-023-3282-7"},"language":"en","primary_location":{"id":"doi:10.1007/s11704-023-3282-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11704-023-3282-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11704-023-3282-7.pdf","source":{"id":"https://openalex.org/S4210231404","display_name":"Frontiers of Computer Science","issn_l":"2095-2228","issn":["2095-2228","2095-2236"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311889","host_organization_name":"Higher Education Press","host_organization_lineage":["https://openalex.org/P4310311889"],"host_organization_lineage_names":["Higher Education Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11704-023-3282-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101629979","display_name":"Fengxia Liu","orcid":"https://orcid.org/0000-0003-0578-1750"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fengxia Liu","raw_affiliation_strings":["Institute of Artificial Intelligence and Key Laboratory of Mathematics Informatics Behavioral Semantics, Beihang University, Beijing, 100191, China","Pengcheng Laboratory, Shenzhen, 518055, China","State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Key Laboratory of Mathematics Informatics Behavioral Semantics, Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Pengcheng Laboratory, Shenzhen, 518055, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112478420","display_name":"Zhiming Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089285","display_name":"Ji Hua Laboratory","ror":"https://ror.org/006aydy55","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210089285"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiming Zheng","raw_affiliation_strings":["Institute of Artificial Intelligence and Key Laboratory of Mathematics Informatics Behavioral Semantics, Beihang University, Beijing, 100191, China","Pengcheng Laboratory, Shenzhen, 518055, China","State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China","Zhongguancun Laboratory, Beijing, 100190, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence and Key Laboratory of Mathematics Informatics Behavioral Semantics, Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Pengcheng Laboratory, Shenzhen, 518055, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Zhongguancun Laboratory, Beijing, 100190, China","institution_ids":["https://openalex.org/I4210089285"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045154000","display_name":"Yexuan Shi","orcid":"https://orcid.org/0000-0001-8897-3533"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yexuan Shi","raw_affiliation_strings":["State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051874566","display_name":"Yongxin Tong","orcid":"https://orcid.org/0000-0002-5598-0312"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongxin Tong","raw_affiliation_strings":["State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Software Development Environment and Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100388218","display_name":"Yi Zhang","orcid":"https://orcid.org/0000-0002-7731-0301"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["Institute for Mathematical Sciences and Engineering Research Center of Financial Computing and Digital Engineering, Renmin University of China, Beijing, 100872, China"],"affiliations":[{"raw_affiliation_string":"Institute for Mathematical Sciences and Engineering Research Center of Financial Computing and Digital Engineering, Renmin University of China, Beijing, 100872, China","institution_ids":["https://openalex.org/I78988378"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101629979"],"corresponding_institution_ids":["https://openalex.org/I4210136793","https://openalex.org/I82880672"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":11.7299,"has_fulltext":true,"cited_by_count":68,"citation_normalized_percentile":{"value":0.9897938,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"18","issue":"1","first_page":null,"last_page":null},"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":0.9922000169754028,"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":0.9861000180244446,"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":0.9034608006477356},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.8241257071495056},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6941514015197754},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.6406948566436768},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6383477449417114},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.5310778021812439},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43227261304855347},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.41728031635284424},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3713802099227905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3662082850933075},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.26669806241989136},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.06801101565361023}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9034608006477356},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.8241257071495056},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6941514015197754},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.6406948566436768},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6383477449417114},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.5310778021812439},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43227261304855347},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.41728031635284424},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3713802099227905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3662082850933075},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26669806241989136},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.06801101565361023},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11704-023-3282-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11704-023-3282-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11704-023-3282-7.pdf","source":{"id":"https://openalex.org/S4210231404","display_name":"Frontiers of Computer Science","issn_l":"2095-2228","issn":["2095-2228","2095-2236"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311889","host_organization_name":"Higher Education Press","host_organization_lineage":["https://openalex.org/P4310311889"],"host_organization_lineage_names":["Higher Education Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11704-023-3282-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11704-023-3282-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11704-023-3282-7.pdf","source":{"id":"https://openalex.org/S4210231404","display_name":"Frontiers of Computer Science","issn_l":"2095-2228","issn":["2095-2228","2095-2236"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311889","host_organization_name":"Higher Education Press","host_organization_lineage":["https://openalex.org/P4310311889"],"host_organization_lineage_names":["Higher Education Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5944244991","display_name":null,"funder_award_id":"62076017","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8197150722","display_name":null,"funder_award_id":"U21A20516","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8351431548","display_name":null,"funder_award_id":"62141605","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8565926968","display_name":null,"funder_award_id":"U21A2051","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/F4320321125","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4389258307.pdf"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W780859780","https://openalex.org/W1520270249","https://openalex.org/W1557833142","https://openalex.org/W1583837637","https://openalex.org/W1981029888","https://openalex.org/W2031533839","https://openalex.org/W2088492763","https://openalex.org/W2141420453","https://openalex.org/W2245160765","https://openalex.org/W2402235285","https://openalex.org/W2604738573","https://openalex.org/W2701059868","https://openalex.org/W2767079719","https://openalex.org/W2797851444","https://openalex.org/W2895977435","https://openalex.org/W2903890850","https://openalex.org/W2911293880","https://openalex.org/W2911495555","https://openalex.org/W2912083425","https://openalex.org/W2912213068","https://openalex.org/W2914584698","https://openalex.org/W2951832089","https://openalex.org/W2964162474","https://openalex.org/W2970606380","https://openalex.org/W2986693348","https://openalex.org/W2990239018","https://openalex.org/W2996422317","https://openalex.org/W2998628425","https://openalex.org/W3006426012","https://openalex.org/W3008477738","https://openalex.org/W3015613093","https://openalex.org/W3018464563","https://openalex.org/W3027749727","https://openalex.org/W3037871107","https://openalex.org/W3047245989","https://openalex.org/W3047304572","https://openalex.org/W3080934299","https://openalex.org/W3095399132","https://openalex.org/W3095593352","https://openalex.org/W3099185500","https://openalex.org/W3109000088","https://openalex.org/W3111009493","https://openalex.org/W3128515475","https://openalex.org/W3129277622","https://openalex.org/W3133814152","https://openalex.org/W3141585064","https://openalex.org/W3158873112","https://openalex.org/W3164573547","https://openalex.org/W3164712068","https://openalex.org/W3172018708","https://openalex.org/W3174540410","https://openalex.org/W3175418606","https://openalex.org/W3178661111","https://openalex.org/W3178746453","https://openalex.org/W3185484358","https://openalex.org/W3201919447","https://openalex.org/W3205788712","https://openalex.org/W3212195337","https://openalex.org/W3215939128","https://openalex.org/W4200419653","https://openalex.org/W4205902690","https://openalex.org/W4226292184","https://openalex.org/W4237278029","https://openalex.org/W4283312100","https://openalex.org/W4289841367","https://openalex.org/W4290927763","https://openalex.org/W4294707627","https://openalex.org/W4296183431","https://openalex.org/W4312345959","https://openalex.org/W4312348019","https://openalex.org/W4322580403","https://openalex.org/W4365795770","https://openalex.org/W4389722404"],"related_works":["https://openalex.org/W2377237701","https://openalex.org/W2360099860","https://openalex.org/W1583826057","https://openalex.org/W2352463596","https://openalex.org/W2380850119","https://openalex.org/W2101450440","https://openalex.org/W2383675217","https://openalex.org/W4312475141","https://openalex.org/W3048813204","https://openalex.org/W4214940550"],"abstract_inverted_index":{"Abstract":[0],"Federated":[1],"learning":[2,6,59,86],"is":[3],"a":[4,45,88],"promising":[5],"paradigm":[7],"that":[8],"allows":[9],"collaborative":[10],"training":[11,76],"of":[12,91],"models":[13],"across":[14],"multiple":[15],"data":[16],"owners":[17],"without":[18],"sharing":[19],"their":[20],"raw":[21],"datasets.":[22],"To":[23],"enhance":[24],"privacy":[25],"in":[26],"federated":[27,58,85],"learning,":[28],"multi-party":[29,53],"computation":[30,38,54],"can":[31],"be":[32],"leveraged":[33],"for":[34,61],"secure":[35],"communication":[36],"and":[37,75],"during":[39],"model":[40,73],"training.":[41],"This":[42],"survey":[43],"provides":[44],"comprehensive":[46],"review":[47],"on":[48],"how":[49],"to":[50,71,83,87],"integrate":[51],"mainstream":[52],"techniques":[55,70],"into":[56],"diverse":[57],"setups":[60],"guaranteed":[62],"privacy,":[63],"as":[64,66],"well":[65],"the":[67],"corresponding":[68],"optimization":[69],"improve":[72],"accuracy":[74],"efficiency.":[77],"We":[78],"also":[79],"pinpoint":[80],"future":[81],"directions":[82],"deploy":[84],"wider":[89],"range":[90],"applications.":[92]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":19}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}