{"id":"https://openalex.org/W4386918966","doi":"https://doi.org/10.1109/comst.2023.3316615","title":"Combining Federated Learning and Edge Computing Toward Ubiquitous Intelligence in 6G Network: Challenges, Recent Advances, and Future Directions","display_name":"Combining Federated Learning and Edge Computing Toward Ubiquitous Intelligence in 6G Network: Challenges, Recent Advances, and Future Directions","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386918966","doi":"https://doi.org/10.1109/comst.2023.3316615"},"language":"en","primary_location":{"id":"doi:10.1109/comst.2023.3316615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comst.2023.3316615","pdf_url":null,"source":{"id":"https://openalex.org/S23688054","display_name":"IEEE Communications Surveys & Tutorials","issn_l":"1553-877X","issn":["1553-877X","2373-745X"],"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 Communications Surveys & Tutorials","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/A5001056903","display_name":"Qiang Duan","orcid":"https://orcid.org/0000-0001-7832-1937"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiang Duan","raw_affiliation_strings":["Information Sciences and Technology Department, The Pennsylvania State University, Abington, PA, USA"],"raw_orcid":"https://orcid.org/0000-0001-7832-1937","affiliations":[{"raw_affiliation_string":"Information Sciences and Technology Department, The Pennsylvania State University, Abington, PA, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020146420","display_name":"Jun Huang","orcid":"https://orcid.org/0000-0001-9393-4416"},"institutions":[{"id":"https://openalex.org/I177156846","display_name":"South Dakota State University","ror":"https://ror.org/015jmes13","country_code":"US","type":"education","lineage":["https://openalex.org/I177156846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jun Huang","raw_affiliation_strings":["Electrical Engineering and Computer Science Department, South Dakota State University, Brookings, SD, USA"],"raw_orcid":"https://orcid.org/0000-0001-9393-4416","affiliations":[{"raw_affiliation_string":"Electrical Engineering and Computer Science Department, South Dakota State University, Brookings, SD, USA","institution_ids":["https://openalex.org/I177156846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102943987","display_name":"Shijing Hu","orcid":"https://orcid.org/0009-0001-8509-1751"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijing Hu","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031379362","display_name":"Ruijun Deng","orcid":"https://orcid.org/0000-0003-1663-0464"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruijun Deng","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047344828","display_name":"Zhihui Lu","orcid":"https://orcid.org/0000-0001-5706-7503"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihui Lu","raw_affiliation_strings":["School of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5706-7503","affiliations":[{"raw_affiliation_string":"School of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005228053","display_name":"Shui Yu","orcid":"https://orcid.org/0000-0003-4485-6743"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shui Yu","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4485-6743","affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.8539,"has_fulltext":false,"cited_by_count":143,"citation_normalized_percentile":{"value":0.99560648,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"25","issue":"4","first_page":"2892","last_page":"2950"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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":0.9998000264167786,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.6209062933921814},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5632324814796448},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4784162640571594},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46440932154655457},{"id":"https://openalex.org/keywords/ubiquitous-computing","display_name":"Ubiquitous computing","score":0.4451243579387665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3684287965297699},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3013196587562561}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6209062933921814},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5632324814796448},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4784162640571594},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46440932154655457},{"id":"https://openalex.org/C172195944","wikidata":"https://www.wikidata.org/wiki/Q541265","display_name":"Ubiquitous computing","level":2,"score":0.4451243579387665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3684287965297699},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3013196587562561}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comst.2023.3316615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comst.2023.3316615","pdf_url":null,"source":{"id":"https://openalex.org/S23688054","display_name":"IEEE Communications Surveys & Tutorials","issn_l":"1553-877X","issn":["1553-877X","2373-745X"],"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 Communications Surveys & Tutorials","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7122685710","display_name":"\u6570\u636e\u9a71\u52a8\u7684CDN\u8fb9\u7f18\u8ba1\u7b97\u8d44\u6e90\u8c03\u5ea6\u548c\u90e8\u7f72\u673a\u5236\u7814\u7a76","funder_award_id":"61873309","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G776895963","display_name":null,"funder_award_id":"92146002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8740526965","display_name":null,"funder_award_id":"92046024","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":317,"referenced_works":["https://openalex.org/W1994926493","https://openalex.org/W2005957555","https://openalex.org/W2010318438","https://openalex.org/W2050621158","https://openalex.org/W2060898162","https://openalex.org/W2135099885","https://openalex.org/W2144554277","https://openalex.org/W2154126105","https://openalex.org/W2159024459","https://openalex.org/W2526634475","https://openalex.org/W2562276894","https://openalex.org/W2564732190","https://openalex.org/W2592348336","https://openalex.org/W2594560857","https://openalex.org/W2603810864","https://openalex.org/W2606722458","https://openalex.org/W2615459164","https://openalex.org/W2624989916","https://openalex.org/W2751904527","https://openalex.org/W2788163338","https://openalex.org/W2793519446","https://openalex.org/W2798720628","https://openalex.org/W2807006176","https://openalex.org/W2839163371","https://openalex.org/W2889339831","https://openalex.org/W2897450989","https://openalex.org/W2901938775","https://openalex.org/W2903798343","https://openalex.org/W2907882680","https://openalex.org/W2910400797","https://openalex.org/W2912230279","https://openalex.org/W2914219486","https://openalex.org/W2914861167","https://openalex.org/W2917462349","https://openalex.org/W2922250870","https://openalex.org/W2941578813","https://openalex.org/W2946261066","https://openalex.org/W2948356724","https://openalex.org/W2950681065","https://openalex.org/W2951799940","https://openalex.org/W2962491362","https://openalex.org/W2963026732","https://openalex.org/W2963209930","https://openalex.org/W2964162474","https://openalex.org/W2966904689","https://openalex.org/W2969519626","https://openalex.org/W2969644839","https://openalex.org/W2970606380","https://openalex.org/W2970825779","https://openalex.org/W2972023276","https://openalex.org/W2972594657","https://openalex.org/W2975128548","https://openalex.org/W2977090839","https://openalex.org/W2978422189","https://openalex.org/W2978709794","https://openalex.org/W2979084672","https://openalex.org/W2980073220","https://openalex.org/W2980713544","https://openalex.org/W2981556215","https://openalex.org/W2982464076","https://openalex.org/W2983509101","https://openalex.org/W2984290601","https://openalex.org/W2989120265","https://openalex.org/W2989289980","https://openalex.org/W2990352720","https://openalex.org/W2991236681","https://openalex.org/W2999074226","https://openalex.org/W3001299093","https://openalex.org/W3001989995","https://openalex.org/W3003577920","https://openalex.org/W3004303566","https://openalex.org/W3006655855","https://openalex.org/W3012143974","https://openalex.org/W3012990321","https://openalex.org/W3014364938","https://openalex.org/W3014771625","https://openalex.org/W3015366655","https://openalex.org/W3015613093","https://openalex.org/W3015636663","https://openalex.org/W3016115949","https://openalex.org/W3016207298","https://openalex.org/W3016560828","https://openalex.org/W3016632787","https://openalex.org/W3017027873","https://openalex.org/W3017123256","https://openalex.org/W3018244678","https://openalex.org/W3019437576","https://openalex.org/W3021654819","https://openalex.org/W3025029677","https://openalex.org/W3032966393","https://openalex.org/W3033403733","https://openalex.org/W3034606981","https://openalex.org/W3035442117","https://openalex.org/W3036727471","https://openalex.org/W3040562406","https://openalex.org/W3042593295","https://openalex.org/W3045638580","https://openalex.org/W3045717304","https://openalex.org/W3047040053","https://openalex.org/W3048592926","https://openalex.org/W3080934299","https://openalex.org/W3081211774","https://openalex.org/W3084537083","https://openalex.org/W3086152015","https://openalex.org/W3088084782","https://openalex.org/W3091068973","https://openalex.org/W3091752016","https://openalex.org/W3091784801","https://openalex.org/W3092144916","https://openalex.org/W3093683422","https://openalex.org/W3093755649","https://openalex.org/W3094368349","https://openalex.org/W3095593352","https://openalex.org/W3097306882","https://openalex.org/W3099106497","https://openalex.org/W3099845542","https://openalex.org/W3101718285","https://openalex.org/W3103230030","https://openalex.org/W3104631511","https://openalex.org/W3105099026","https://openalex.org/W3105122387","https://openalex.org/W3106416029","https://openalex.org/W3107632872","https://openalex.org/W3109504587","https://openalex.org/W3109695251","https://openalex.org/W3110176593","https://openalex.org/W3110989801","https://openalex.org/W3111192549","https://openalex.org/W3111419317","https://openalex.org/W3111635317","https://openalex.org/W3116992856","https://openalex.org/W3119427724","https://openalex.org/W3119680904","https://openalex.org/W3120176213","https://openalex.org/W3120801816","https://openalex.org/W3125704518","https://openalex.org/W3127190257","https://openalex.org/W3127520698","https://openalex.org/W3129155398","https://openalex.org/W3129329365","https://openalex.org/W3133504636","https://openalex.org/W3134843574","https://openalex.org/W3135231128","https://openalex.org/W3135524540","https://openalex.org/W3136022984","https://openalex.org/W3136317065","https://openalex.org/W3137762252","https://openalex.org/W3138364951","https://openalex.org/W3139657805","https://openalex.org/W3140753276","https://openalex.org/W3152952112","https://openalex.org/W3153842551","https://openalex.org/W3155912831","https://openalex.org/W3155963862","https://openalex.org/W3156226702","https://openalex.org/W3156711202","https://openalex.org/W3157262134","https://openalex.org/W3157901777","https://openalex.org/W3159080474","https://openalex.org/W3162724819","https://openalex.org/W3163105316","https://openalex.org/W3163231210","https://openalex.org/W3164715504","https://openalex.org/W3165626933","https://openalex.org/W3175272795","https://openalex.org/W3175919946","https://openalex.org/W3177095755","https://openalex.org/W3179645609","https://openalex.org/W3180608480","https://openalex.org/W3182125009","https://openalex.org/W3184192107","https://openalex.org/W3185922893","https://openalex.org/W3186875089","https://openalex.org/W3190703008","https://openalex.org/W3191604281","https://openalex.org/W3192649393","https://openalex.org/W3192661977","https://openalex.org/W3193416301","https://openalex.org/W3193589553","https://openalex.org/W3197194202","https://openalex.org/W3198696615","https://openalex.org/W3198939852","https://openalex.org/W3200223987","https://openalex.org/W3201314735","https://openalex.org/W3201798506","https://openalex.org/W3203336515","https://openalex.org/W3204091362","https://openalex.org/W3204183032","https://openalex.org/W3205650449","https://openalex.org/W3206887799","https://openalex.org/W3208229128","https://openalex.org/W3208257293","https://openalex.org/W3208693455","https://openalex.org/W3211040691","https://openalex.org/W3211910497","https://openalex.org/W3212347076","https://openalex.org/W3213161637","https://openalex.org/W3214120777","https://openalex.org/W3215249070","https://openalex.org/W3216376405","https://openalex.org/W3216547135","https://openalex.org/W4200234277","https://openalex.org/W4200487147","https://openalex.org/W4205093761","https://openalex.org/W4205492944","https://openalex.org/W4205507294","https://openalex.org/W4205688351","https://openalex.org/W4205708288","https://openalex.org/W4205946715","https://openalex.org/W4206342786","https://openalex.org/W4206358577","https://openalex.org/W4206372917","https://openalex.org/W4206900626","https://openalex.org/W4207073300","https://openalex.org/W4210921172","https://openalex.org/W4213234812","https://openalex.org/W4220883012","https://openalex.org/W4224227775","https://openalex.org/W4225586951","https://openalex.org/W4225666560","https://openalex.org/W4225796852","https://openalex.org/W4226183928","https://openalex.org/W4229007993","https://openalex.org/W4241818295","https://openalex.org/W4280590908","https://openalex.org/W4281639882","https://openalex.org/W4281680218","https://openalex.org/W4283211555","https://openalex.org/W4283214614","https://openalex.org/W4283328778","https://openalex.org/W4283801341","https://openalex.org/W4285022416","https://openalex.org/W4285047770","https://openalex.org/W4285153754","https://openalex.org/W4285168489","https://openalex.org/W4285246867","https://openalex.org/W4285283263","https://openalex.org/W4285302300","https://openalex.org/W4286507884","https://openalex.org/W4288075785","https://openalex.org/W4289107582","https://openalex.org/W4289548053","https://openalex.org/W4290003882","https://openalex.org/W4291652900","https://openalex.org/W4292787311","https://openalex.org/W4293195474","https://openalex.org/W4293514802","https://openalex.org/W4294672401","https://openalex.org/W4302018437","https://openalex.org/W4306178637","https://openalex.org/W4308890008","https://openalex.org/W4309134291","https://openalex.org/W4309694836","https://openalex.org/W4310055000","https://openalex.org/W4310055702","https://openalex.org/W4312006403","https://openalex.org/W4312768957","https://openalex.org/W4313072676","https://openalex.org/W4319865990","https://openalex.org/W4319996378","https://openalex.org/W4320001239","https://openalex.org/W4320167271","https://openalex.org/W4321484191","https://openalex.org/W4361858063","https://openalex.org/W4367056838","https://openalex.org/W4385764383","https://openalex.org/W4386858694","https://openalex.org/W6629294157","https://openalex.org/W6728757088","https://openalex.org/W6731058201","https://openalex.org/W6738383168","https://openalex.org/W6746720608","https://openalex.org/W6751754709","https://openalex.org/W6751979845","https://openalex.org/W6752029299","https://openalex.org/W6752600739","https://openalex.org/W6753492755","https://openalex.org/W6756840679","https://openalex.org/W6757093123","https://openalex.org/W6758557334","https://openalex.org/W6759238902","https://openalex.org/W6759279530","https://openalex.org/W6759853437","https://openalex.org/W6760214840","https://openalex.org/W6760703128","https://openalex.org/W6762879059","https://openalex.org/W6763632607","https://openalex.org/W6768511045","https://openalex.org/W6768836789","https://openalex.org/W6769624030","https://openalex.org/W6770634426","https://openalex.org/W6770895831","https://openalex.org/W6779468803","https://openalex.org/W6780224944","https://openalex.org/W6780530786","https://openalex.org/W6781318954","https://openalex.org/W6782937392","https://openalex.org/W6784311791","https://openalex.org/W6784324385","https://openalex.org/W6784512781","https://openalex.org/W6786965630","https://openalex.org/W6787633081","https://openalex.org/W6789305514","https://openalex.org/W6790438242","https://openalex.org/W6791347023","https://openalex.org/W6791444617","https://openalex.org/W6794216301","https://openalex.org/W6795916790","https://openalex.org/W6796096428","https://openalex.org/W6799246147","https://openalex.org/W6800358597","https://openalex.org/W6802646539","https://openalex.org/W6810902742","https://openalex.org/W6837694636","https://openalex.org/W6841693823","https://openalex.org/W6846964317","https://openalex.org/W6849918048"],"related_works":["https://openalex.org/W4244076636","https://openalex.org/W2399184610","https://openalex.org/W4230176027","https://openalex.org/W2916277247","https://openalex.org/W1978647869","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Full":[0],"leverage":[1],"of":[2,6,13,38,42,120,130,145,164,177,193,292],"the":[3,21,36,39,61,102,128,134,146,162,175,191,207,215,226,232,235,243,255,268,290,294],"huge":[4],"volume":[5],"data":[7,48,74,92],"generated":[8],"on":[9,283],"a":[10,68,118,142,158,199],"large":[11,40],"number":[12,41],"user":[14,87],"devices":[15,88,108],"for":[16,25,114,151,201,204,230,237,246,280],"providing":[17,198],"intelligent":[18],"services":[19],"in":[20,35,78,133,149,182,188,209,220,258,298],"6G":[22,135],"network":[23,43,103,107],"calls":[24],"Ubiquitous":[26],"Intelligence":[27],"(UI).":[28],"A":[29],"key":[30,244],"to":[31,49,59,76,89,93,109,218,249,266],"developing":[32,94],"UI":[33],"lies":[34],"involvement":[37],"devices,":[44],"which":[45,85,105],"contribute":[46,90],"their":[47,56,91,111],"collaborative":[50],"Machine":[51],"Learning":[52,65],"(ML)":[53],"and":[54,122,154,166,190,223,252,275,286,301],"provide":[55],"computational":[57,112],"resources":[58,113],"support":[60,250],"learning":[62],"process.":[63],"Federated":[64],"(FL)":[66],"is":[67],"new":[69],"ML":[70],"method":[71],"that":[72,262],"enables":[73,106],"owners":[75],"collaborate":[77],"model":[79],"training":[80],"without":[81],"exposing":[82],"private":[83],"data,":[84],"allows":[86],"UI.":[95],"Edge":[96,210,236],"computing":[97,124,156,185,196,222,248,260],"deploys":[98],"cloud-like":[99],"capabilities":[100],"at":[101],"edge,":[104],"offer":[110],"supporting":[115],"FL.":[116],"Therefore,":[117],"combination":[119],"FL":[121,153,165,179,202,208,219,238,251,285],"edge":[123,155,167,184,195,221,247,259,287],"may":[125,263],"greatly":[126],"facilitate":[127],"development":[129],"ubiquitous":[131],"intelligence":[132],"network.":[136],"In":[137],"this":[138,299],"article,":[139],"we":[140,212,240,271],"present":[141],"comprehensive":[143],"survey":[144,172,225],"recent":[147,256],"developments":[148],"technologies":[150,261],"combining":[152,284],"with":[157,289],"holistic":[159],"vision":[160],"across":[161],"fields":[163],"computing.":[168],"We":[169],"conduct":[170],"our":[171],"from":[173],"both":[174],"perspective":[176,192],"an":[178,183,194],"framework":[180],"deployed":[181],"environment":[186],"(FL":[187],"Edge)":[189],"system":[197],"platform":[200],"(Edge":[203],"FL).":[205],"From":[206,234],"perspective,":[211,239],"first":[213,241],"identify":[214,276],"main":[216],"challenges":[217],"then":[224,253],"representative":[227],"technical":[228],"strategies":[229],"addressing":[231],"challenges.":[233],"analyze":[242],"requirements":[245],"review":[254],"advances":[257],"be":[264],"exploited":[265],"meet":[267],"requirements.":[269],"Then":[270],"discuss":[272],"open":[273],"problems":[274],"some":[277],"possible":[278],"directions":[279],"future":[281],"research":[282,295],"computing,":[288],"hope":[291],"arousing":[293],"community\u2019s":[296],"interest":[297],"emerging":[300],"exciting":[302],"interdisciplinary":[303],"field.":[304]},"counts_by_year":[{"year":2026,"cited_by_count":24},{"year":2025,"cited_by_count":66},{"year":2024,"cited_by_count":48},{"year":2023,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}