{"id":"https://openalex.org/W4399995632","doi":"https://doi.org/10.1109/tpami.2024.3418862","title":"Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark","display_name":"Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark","publication_year":2024,"publication_date":"2024-06-25","ids":{"openalex":"https://openalex.org/W4399995632","doi":"https://doi.org/10.1109/tpami.2024.3418862","pmid":"https://pubmed.ncbi.nlm.nih.gov/38917282"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2024.3418862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3418862","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","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/A5018298375","display_name":"Wenke Huang","orcid":"https://orcid.org/0000-0003-4819-293X"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenke Huang","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-4819-293X","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008999954","display_name":"Mang Ye","orcid":"https://orcid.org/0000-0003-3989-7655"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mang Ye","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-3989-7655","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101732368","display_name":"Zekun Shi","orcid":"https://orcid.org/0009-0002-2050-0486"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zekun Shi","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0002-2050-0486","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102638295","display_name":"Guancheng Wan","orcid":"https://orcid.org/0000-0002-7083-6423"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guancheng Wan","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101292336","display_name":"Li He","orcid":"https://orcid.org/0000-0002-8469-8260"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"He Li","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-8469-8260","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060042752","display_name":"Bo Du","orcid":"https://orcid.org/0000-0002-0059-8458"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Du","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-0059-8458","affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100636286","display_name":"Qiang Yang","orcid":"https://orcid.org/0000-0001-5059-8360"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Qiang Yang","raw_affiliation_strings":["Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0001-5059-8360","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":43.5914,"has_fulltext":false,"cited_by_count":181,"citation_normalized_percentile":{"value":0.99882955,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"46","issue":"12","first_page":"9387","last_page":"9406"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9799000024795532,"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":0.9799000024795532,"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":0.9440000057220459,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9057999849319458,"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/robustness","display_name":"Robustness (evolution)","score":0.7411763668060303},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.700789213180542},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6716598272323608},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5566210746765137},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5117063522338867},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4770469069480896},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17613080143928528}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7411763668060303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.700789213180542},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6716598272323608},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5566210746765137},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5117063522338867},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4770469069480896},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17613080143928528},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2024.3418862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3418862","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:38917282","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38917282","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 transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-141351","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-141351","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G170467858","display_name":null,"funder_award_id":"62272354","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1836220556","display_name":null,"funder_award_id":"62225113","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2068814885","display_name":null,"funder_award_id":"62361166629","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4289167368","display_name":null,"funder_award_id":"623B2080","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8400922664","display_name":null,"funder_award_id":"2023YFC2705700","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8800375656","display_name":null,"funder_award_id":"62176188","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}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":308,"referenced_works":["https://openalex.org/W369786348","https://openalex.org/W1503525425","https://openalex.org/W1579925870","https://openalex.org/W2040158468","https://openalex.org/W2046693296","https://openalex.org/W2066334462","https://openalex.org/W2092855669","https://openalex.org/W2095577883","https://openalex.org/W2100659887","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2132083787","https://openalex.org/W2149466042","https://openalex.org/W2194775991","https://openalex.org/W2294370754","https://openalex.org/W2530417694","https://openalex.org/W2535838896","https://openalex.org/W2603777577","https://openalex.org/W2744999500","https://openalex.org/W2763549966","https://openalex.org/W2788816110","https://openalex.org/W2884366600","https://openalex.org/W2903890850","https://openalex.org/W2925132126","https://openalex.org/W2942091739","https://openalex.org/W2945472816","https://openalex.org/W2954124071","https://openalex.org/W2958360136","https://openalex.org/W2965921687","https://openalex.org/W2970121940","https://openalex.org/W2972594657","https://openalex.org/W2972882814","https://openalex.org/W2978422189","https://openalex.org/W2980713544","https://openalex.org/W2990595670","https://openalex.org/W2995022099","https://openalex.org/W2995191368","https://openalex.org/W3001299093","https://openalex.org/W3006403513","https://openalex.org/W3006921589","https://openalex.org/W3008477738","https://openalex.org/W3021654819","https://openalex.org/W3027472889","https://openalex.org/W3034321207","https://openalex.org/W3039812354","https://openalex.org/W3045889854","https://openalex.org/W3047304572","https://openalex.org/W3047380981","https://openalex.org/W3085873903","https://openalex.org/W3089578458","https://openalex.org/W3091404410","https://openalex.org/W3091870957","https://openalex.org/W3094502228","https://openalex.org/W3103482818","https://openalex.org/W3109000088","https://openalex.org/W3109695251","https://openalex.org/W3109723249","https://openalex.org/W3111919937","https://openalex.org/W3120176213","https://openalex.org/W3127520698","https://openalex.org/W3133542152","https://openalex.org/W3135590557","https://openalex.org/W3138153888","https://openalex.org/W3138597937","https://openalex.org/W3141518839","https://openalex.org/W3161225848","https://openalex.org/W3166992878","https://openalex.org/W3168213397","https://openalex.org/W3168256142","https://openalex.org/W3169044395","https://openalex.org/W3174989211","https://openalex.org/W3175919946","https://openalex.org/W3178709966","https://openalex.org/W3178875373","https://openalex.org/W3182158470","https://openalex.org/W3187574650","https://openalex.org/W3189545149","https://openalex.org/W3192953632","https://openalex.org/W3193066552","https://openalex.org/W3195765557","https://openalex.org/W3196325542","https://openalex.org/W3196371845","https://openalex.org/W3197690490","https://openalex.org/W3198837878","https://openalex.org/W3199079404","https://openalex.org/W3199144655","https://openalex.org/W3202544039","https://openalex.org/W3203979321","https://openalex.org/W3204423820","https://openalex.org/W3204874618","https://openalex.org/W3204946808","https://openalex.org/W3207378505","https://openalex.org/W3209696639","https://openalex.org/W3211851540","https://openalex.org/W3215194618","https://openalex.org/W3216427965","https://openalex.org/W4205507294","https://openalex.org/W4210331355","https://openalex.org/W4213446860","https://openalex.org/W4220733056","https://openalex.org/W4220990555","https://openalex.org/W4224943538","https://openalex.org/W4225926344","https://openalex.org/W4225978071","https://openalex.org/W4226101686","https://openalex.org/W4229029907","https://openalex.org/W4281639882","https://openalex.org/W4281686206","https://openalex.org/W4283464209","https://openalex.org/W4283793425","https://openalex.org/W4283796083","https://openalex.org/W4285603347","https://openalex.org/W4287332481","https://openalex.org/W4289535432","https://openalex.org/W4290948380","https://openalex.org/W4295806247","https://openalex.org/W4304080258","https://openalex.org/W4307362130","https://openalex.org/W4310456609","https://openalex.org/W4310852955","https://openalex.org/W4312251311","https://openalex.org/W4312352414","https://openalex.org/W4312429505","https://openalex.org/W4312699393","https://openalex.org/W4312869277","https://openalex.org/W4312950667","https://openalex.org/W4313886867","https://openalex.org/W4319300240","https://openalex.org/W4319769514","https://openalex.org/W4328028979","https://openalex.org/W4361799002","https://openalex.org/W4364302664","https://openalex.org/W4367663293","https://openalex.org/W4372189496","https://openalex.org/W4372268771","https://openalex.org/W4377000559","https://openalex.org/W4382237486","https://openalex.org/W4382317630","https://openalex.org/W4382318655","https://openalex.org/W4382469137","https://openalex.org/W4384887153","https://openalex.org/W4384948739","https://openalex.org/W4385245566","https://openalex.org/W4385255201","https://openalex.org/W4385565493","https://openalex.org/W4385565691","https://openalex.org/W4385573575","https://openalex.org/W4385764191","https://openalex.org/W4385767857","https://openalex.org/W4386065428","https://openalex.org/W4386065957","https://openalex.org/W4386066133","https://openalex.org/W4386066134","https://openalex.org/W4386066535","https://openalex.org/W4386066601","https://openalex.org/W4386071578","https://openalex.org/W4386071645","https://openalex.org/W4386072159","https://openalex.org/W4386072282","https://openalex.org/W4386075560","https://openalex.org/W4386075719","https://openalex.org/W4386075985","https://openalex.org/W4386076042","https://openalex.org/W4386076561","https://openalex.org/W4386158924","https://openalex.org/W4386453635","https://openalex.org/W4386766980","https://openalex.org/W4387353472","https://openalex.org/W4387449166","https://openalex.org/W4389610328","https://openalex.org/W4389611762","https://openalex.org/W4389990166","https://openalex.org/W4390706297","https://openalex.org/W4390872977","https://openalex.org/W4390873065","https://openalex.org/W4390874361","https://openalex.org/W4393147746","https://openalex.org/W4393160079","https://openalex.org/W4393161237","https://openalex.org/W4393254114","https://openalex.org/W4393785684","https://openalex.org/W4397000111","https://openalex.org/W4401863416","https://openalex.org/W4402753575","https://openalex.org/W6638523607","https://openalex.org/W6676935882","https://openalex.org/W6679672729","https://openalex.org/W6685316698","https://openalex.org/W6691815588","https://openalex.org/W6703116779","https://openalex.org/W6718836005","https://openalex.org/W6728757088","https://openalex.org/W6730042731","https://openalex.org/W6738383168","https://openalex.org/W6739651123","https://openalex.org/W6739868092","https://openalex.org/W6743581629","https://openalex.org/W6743688258","https://openalex.org/W6743821447","https://openalex.org/W6745136726","https://openalex.org/W6746897123","https://openalex.org/W6748786018","https://openalex.org/W6751647823","https://openalex.org/W6752029299","https://openalex.org/W6752600739","https://openalex.org/W6753124209","https://openalex.org/W6753209683","https://openalex.org/W6754587887","https://openalex.org/W6754708698","https://openalex.org/W6755207826","https://openalex.org/W6755988804","https://openalex.org/W6756840679","https://openalex.org/W6757139170","https://openalex.org/W6758201434","https://openalex.org/W6758684365","https://openalex.org/W6758757267","https://openalex.org/W6759238902","https://openalex.org/W6760825779","https://openalex.org/W6762879059","https://openalex.org/W6763048141","https://openalex.org/W6763087592","https://openalex.org/W6765285020","https://openalex.org/W6765541894","https://openalex.org/W6766762241","https://openalex.org/W6767676916","https://openalex.org/W6768537144","https://openalex.org/W6768632158","https://openalex.org/W6769190946","https://openalex.org/W6769624030","https://openalex.org/W6769871928","https://openalex.org/W6770040465","https://openalex.org/W6770046221","https://openalex.org/W6770634426","https://openalex.org/W6771395247","https://openalex.org/W6771533808","https://openalex.org/W6772307254","https://openalex.org/W6772318479","https://openalex.org/W6773976177","https://openalex.org/W6776484882","https://openalex.org/W6779350450","https://openalex.org/W6779821316","https://openalex.org/W6780123631","https://openalex.org/W6780224944","https://openalex.org/W6780238375","https://openalex.org/W6780398089","https://openalex.org/W6780640148","https://openalex.org/W6781318954","https://openalex.org/W6781891088","https://openalex.org/W6782317661","https://openalex.org/W6784239669","https://openalex.org/W6784327799","https://openalex.org/W6784348393","https://openalex.org/W6784545786","https://openalex.org/W6784747331","https://openalex.org/W6785482883","https://openalex.org/W6785863445","https://openalex.org/W6786190006","https://openalex.org/W6787972765","https://openalex.org/W6789100154","https://openalex.org/W6789305514","https://openalex.org/W6790034021","https://openalex.org/W6790212648","https://openalex.org/W6790801212","https://openalex.org/W6791353385","https://openalex.org/W6791444617","https://openalex.org/W6793409432","https://openalex.org/W6795843344","https://openalex.org/W6796484261","https://openalex.org/W6798563395","https://openalex.org/W6799246147","https://openalex.org/W6801313185","https://openalex.org/W6802667569","https://openalex.org/W6802833136","https://openalex.org/W6803156910","https://openalex.org/W6803344470","https://openalex.org/W6803948326","https://openalex.org/W6803954351","https://openalex.org/W6804042206","https://openalex.org/W6805521548","https://openalex.org/W6810227880","https://openalex.org/W6810629428","https://openalex.org/W6811040600","https://openalex.org/W6838455574","https://openalex.org/W6838581198","https://openalex.org/W6838753313","https://openalex.org/W6839074529","https://openalex.org/W6840391442","https://openalex.org/W6842377585","https://openalex.org/W6842965877","https://openalex.org/W6843195772","https://openalex.org/W6845589855","https://openalex.org/W6846133217","https://openalex.org/W6848993857","https://openalex.org/W6849629322","https://openalex.org/W6849730732","https://openalex.org/W6850117189","https://openalex.org/W6850763792","https://openalex.org/W6851888872","https://openalex.org/W6852031748","https://openalex.org/W6852565057","https://openalex.org/W6853245814","https://openalex.org/W6854522483","https://openalex.org/W6854603357","https://openalex.org/W6855605430","https://openalex.org/W6855892658","https://openalex.org/W6998720749","https://openalex.org/W7028611299","https://openalex.org/W7036634323"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Federated":[0],"learning":[1],"has":[2],"emerged":[3],"as":[4],"a":[5,36,89],"promising":[6],"paradigm":[7],"for":[8,123],"privacy-preserving":[9],"collaboration":[10],"among":[11],"different":[12,28],"parties.":[13],"Recently,":[14],"with":[15],"the":[16,40,53,103],"popularity":[17],"of":[18,23,39,45,59,69,92],"federated":[19,48],"learning,":[20],"an":[21],"influx":[22],"approaches":[24],"have":[25],"delivered":[26],"towards":[27],"realistic":[29],"challenges.":[30,85],"In":[31],"this":[32,60,118],"survey,":[33],"we":[34,51,63,111],"provide":[35],"systematic":[37],"overview":[38,91],"important":[41],"and":[42,56,73,83,98,120],"recent":[43],"developments":[44],"research":[46],"on":[47,95,106],"learning.":[49],"First,":[50],"introduce":[52],"study":[54],"history":[55],"terminology":[57],"definition":[58],"area.":[61],"Then,":[62],"comprehensively":[64],"review":[65],"three":[66],"basic":[67],"lines":[68],"research:":[70],"generalization,":[71],"robustness,":[72],"fairness,":[74],"by":[75],"introducing":[76],"their":[77],"respective":[78],"background":[79],"concepts,":[80],"task":[81],"settings,":[82],"main":[84],"We":[86,100],"also":[87],"offer":[88],"detailed":[90],"representative":[93],"literature":[94],"both":[96],"methods":[97,105],"datasets.":[99,109],"further":[101,124],"benchmark":[102],"reviewed":[104],"several":[107,114],"well-known":[108],"Finally,":[110],"point":[112],"out":[113],"open":[115],"issues":[116],"in":[117],"field":[119],"suggest":[121],"opportunities":[122],"research.":[125]},"counts_by_year":[{"year":2026,"cited_by_count":56},{"year":2025,"cited_by_count":100},{"year":2024,"cited_by_count":25}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}