{"id":"https://openalex.org/W3210894148","doi":"https://doi.org/10.1109/mnet.111.2100329","title":"Exploration Across Small Silos: Federated Few-Shot Learning on Network Edge","display_name":"Exploration Across Small Silos: Federated Few-Shot Learning on Network Edge","publication_year":2021,"publication_date":"2021-11-02","ids":{"openalex":"https://openalex.org/W3210894148","doi":"https://doi.org/10.1109/mnet.111.2100329","mag":"3210894148"},"language":"en","primary_location":{"id":"doi:10.1109/mnet.111.2100329","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.111.2100329","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","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/A5037412714","display_name":"Cong Zhao","orcid":"https://orcid.org/0000-0002-9002-4350"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Cong Zhao","raw_affiliation_strings":["Imperial College London,UK","Department of Computing, Imperial College London","Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London,UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Department of Computing, Imperial College London","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035805805","display_name":"Xinyue Sun","orcid":"https://orcid.org/0000-0001-5653-5985"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Xinyue Sun","raw_affiliation_strings":["Xi&#x0027;an Jiaotong University,China","National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","Department of Computing, Imperial College London","National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi&#x0027;an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Department of Computing, Imperial College London","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067547680","display_name":"Shusen Yang","orcid":"https://orcid.org/0000-0002-4495-6237"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Shusen Yang","raw_affiliation_strings":["Xi&#x0027;an Jiaotong University,China","Department of Computing, Imperial College London","Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi&#x0027;an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Department of Computing, Imperial College London","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083582213","display_name":"Xuebin Ren","orcid":"https://orcid.org/0000-0002-6498-0250"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Xuebin Ren","raw_affiliation_strings":["Xi&#x0027;an Jiaotong University,China","National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","Department of Computing, Imperial College London","National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi&#x0027;an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Department of Computing, Imperial College London","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009319979","display_name":"Peng Zhao","orcid":"https://orcid.org/0000-0001-7942-388X"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Peng Zhao","raw_affiliation_strings":["Xi&#x0027;an Jiaotong University,China","Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","Department of Computing, Imperial College London","National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi&#x0027;an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Department of Computing, Imperial College London","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070139392","display_name":"Julie A. McCann","orcid":"https://orcid.org/0000-0001-9786-7257"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Julie McCann","raw_affiliation_strings":["Imperial College London,UK","National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","Department of Computing, Imperial College London","National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London,UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA) and School of Computer Science and Technol-ogy, Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Ministry of Education Key Lab for Intelligent Networks and Network Security (MOE KLINNS Lab), Xi'an Jiaotong University;","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"Department of Computing, Imperial College London","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"National Engineering Laboratory for Big Data Analytics (NEL-BDA), Xi'an Jiaotong University","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5597,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.74126827,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"36","issue":"1","first_page":"159","last_page":"165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9394000172615051,"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":0.9394000172615051,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9298999905586243,"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":0.8398463726043701},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5991026759147644},{"id":"https://openalex.org/keywords/information-silo","display_name":"Information silo","score":0.5509308576583862},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5486657023429871},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4859410524368286},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47433915734291077},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4678545594215393},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42634421586990356},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4110032916069031},{"id":"https://openalex.org/keywords/silo","display_name":"Silo","score":0.39759576320648193},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.09478813409805298}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8398463726043701},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5991026759147644},{"id":"https://openalex.org/C48255552","wikidata":"https://www.wikidata.org/wiki/Q6031230","display_name":"Information silo","level":3,"score":0.5509308576583862},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5486657023429871},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4859410524368286},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47433915734291077},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4678545594215393},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42634421586990356},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4110032916069031},{"id":"https://openalex.org/C2778024958","wikidata":"https://www.wikidata.org/wiki/Q213643","display_name":"Silo","level":2,"score":0.39759576320648193},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.09478813409805298},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mnet.111.2100329","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mnet.111.2100329","pdf_url":null,"source":{"id":"https://openalex.org/S186584794","display_name":"IEEE Network","issn_l":"0890-8044","issn":["0890-8044","1558-156X"],"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 Network","raw_type":"journal-article"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/92527","is_oa":false,"landing_page_url":"http://hdl.handle.net/10044/1/92527","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6200000047683716}],"awards":[{"id":"https://openalex.org/G1769842585","display_name":null,"funder_award_id":"2020YFA0713900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6027909439","display_name":null,"funder_award_id":"61772410,61802298,62172329,U1811461,11690011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8487508244","display_name":null,"funder_award_id":"2020T130513,2019M663726","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320313467","display_name":"Alan Turing Institute","ror":"https://ror.org/035dkdb55"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2886219088","https://openalex.org/W2917462349","https://openalex.org/W2976335444","https://openalex.org/W3013124972","https://openalex.org/W3034321207","https://openalex.org/W3034942609","https://openalex.org/W3036485160","https://openalex.org/W3088898206","https://openalex.org/W3131796779","https://openalex.org/W3202201804","https://openalex.org/W4206320562","https://openalex.org/W6728757088","https://openalex.org/W6736057607"],"related_works":["https://openalex.org/W2380681974","https://openalex.org/W4376106090","https://openalex.org/W4313656027","https://openalex.org/W4311454612","https://openalex.org/W4316042121","https://openalex.org/W4320067866","https://openalex.org/W4313339048","https://openalex.org/W4324368142","https://openalex.org/W3095393520","https://openalex.org/W3210894148"],"abstract_inverted_index":{"Federated":[0,79,113],"Learning":[1,61,80,115,127],"(FL)":[2],"has":[3,52,63],"been":[4,64],"drawing":[5],"significant":[6,54],"attention":[7],"from":[8,38],"both":[9],"academia":[10],"and":[11,50,117,144,155],"industry":[12],"working":[13],"on":[14,57,124],"distributed":[15],"machine":[16],"learning.":[17],"In":[18,83],"practice,":[19],"learning":[20],"over":[21,141],"mutually":[22],"isolated":[23],"datasets":[24],"residing":[25],"at":[26],"the":[27,93,98],"network":[28],"edge,":[29],"also":[30,160],"known":[31],"as":[32,66,86,88],"silos,":[33],"FL":[34,58,143,154],"clients":[35],"can":[36],"suffer":[37],"a":[39,67,119],"lack":[40],"of":[41,97,101],"samples,":[42],"due":[43],"to":[44,76],"many":[45],"reasons":[46],"(e.g.,":[47],"expensive":[48],"annotation),":[49],"this":[51,84],"potentially":[53],"negative":[55],"impact":[56],"performance.":[59],"Few-Shot":[60,114],"(FSL)":[62],"considered":[65],"promising":[68,163],"solution,":[69],"but":[70],"unfortunately":[71],"cannot":[72],"be":[73],"directly":[74],"applied":[75],"practical":[77,149],"Cross-Silo":[78],"(CSFL)":[81],"systems.":[82,105],"article,":[85],"far":[87],"we":[89,91,135],"know,":[90],"conduct":[92],"first":[94],"systematic":[95],"discussion":[96],"specific":[99],"challenges":[100],"FSL":[102,145,156],"in":[103,112,147],"CSFL":[104,150],"We":[106,159],"extract":[107],"essential":[108],"design":[109],"issues":[110],"found":[111],"(FFSL),":[116],"develop":[118],"new":[120],"FFSL":[121],"method":[122],"based":[123],"Model-Agnostic":[125],"Meta":[126],"(MAML).":[128],"Through":[129],"experiments":[130],"using":[131],"real-world":[132],"federated":[133],"datasets,":[134],"comprehensively":[136],"demonstrate":[137],"our":[138],"method's":[139],"advantages":[140],"existing":[142],"methods":[146,157],"different":[148],"scenarios":[151],"where":[152],"hitherto":[153],"failed.":[158],"highlight":[161],"some":[162],"future":[164],"research":[165],"directions.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
