{"id":"https://openalex.org/W4410087606","doi":"https://doi.org/10.1109/ccnc54725.2025.10976205","title":"F-KANs: Federated Kolmogorov-Arnold Networks","display_name":"F-KANs: Federated Kolmogorov-Arnold Networks","publication_year":2025,"publication_date":"2025-01-10","ids":{"openalex":"https://openalex.org/W4410087606","doi":"https://doi.org/10.1109/ccnc54725.2025.10976205"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc54725.2025.10976205","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc54725.2025.10976205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/CCNC54725.2025.10976205","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047991903","display_name":"Engin Zeydan","orcid":"https://orcid.org/0000-0003-3329-0588"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Engin Zeydan","raw_affiliation_strings":["Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022825651","display_name":"Cristian J. Vaca-Rubio","orcid":"https://orcid.org/0000-0002-9713-2784"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Cristian J. Vaca-Rubio","raw_affiliation_strings":["Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094055286","display_name":"Luis Blanco","orcid":"https://orcid.org/0000-0003-3757-8319"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis Blanco","raw_affiliation_strings":["Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027198239","display_name":"Roberto Pereira","orcid":"https://orcid.org/0000-0003-3052-3016"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Roberto Pereira","raw_affiliation_strings":["Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067959444","display_name":"M\u00e0rius Caus","orcid":"https://orcid.org/0000-0002-1722-6319"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marius Caus","raw_affiliation_strings":["Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre Tecnològic de Telecomunicacions de Catalunya (CTTC),Barcelona,Spain,08860","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077560490","display_name":"Abdullah Aydeger","orcid":"https://orcid.org/0000-0003-3333-1941"},"institutions":[{"id":"https://openalex.org/I106959904","display_name":"Florida Institute of Technology","ror":"https://ror.org/04atsbb87","country_code":"US","type":"education","lineage":["https://openalex.org/I106959904"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdullah Aydeger","raw_affiliation_strings":["Florida Institute of Technology,Dept. of Electrical Engineering and Computer Science,Melbourne,FL,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Institute of Technology,Dept. of Electrical Engineering and Computer Science,Melbourne,FL,USA","institution_ids":["https://openalex.org/I106959904"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13062","display_name":"Cognitive Computing and Networks","score":0.9708999991416931,"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":0.4685173034667969}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4685173034667969}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ccnc54725.2025.10976205","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc54725.2025.10976205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:17609416","is_oa":true,"landing_page_url":"https://doi.org/10.1109/CCNC54725.2025.10976205","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"22nd IEEE Consumer Communications and Networking Conference, CCNC 2025, Las Vegas, 10-13 January 2025","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:17609416","is_oa":true,"landing_page_url":"https://doi.org/10.1109/CCNC54725.2025.10976205","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"22nd IEEE Consumer Communications and Networking Conference, CCNC 2025, Las Vegas, 10-13 January 2025","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W3123459983","https://openalex.org/W3154490392","https://openalex.org/W4402829053","https://openalex.org/W4404740100"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,31],"present":[4],"an":[5],"innovative":[6],"federated":[7,29,46,52],"learning":[8],"(FL)":[9],"approach":[10],"that":[11,62],"utilizes":[12],"Kolmogorov-Arnold":[13],"Networks":[14],"(KANs)":[15],"for":[16,88],"classification":[17,35,57],"tasks.":[18],"By":[19],"utilizing":[20],"the":[21,43,63,68,86],"adaptive":[22],"activation":[23],"capabilities":[24,36],"of":[25,45,73],"KANs":[26,47],"in":[27,71],"a":[28],"framework,":[30],"aim":[32],"to":[33,50],"improve":[34],"while":[37],"preserving":[38],"privacy.":[39],"The":[40,59],"study":[41],"evaluates":[42],"performance":[44],"(F-KANs)":[48],"compared":[49],"traditional":[51],"Multi-Layer":[53],"Perceptrons":[54],"(F-MLPs)":[55],"on":[56],"task.":[58],"results":[60],"show":[61],"F-KANs":[64],"model":[65,70],"significantly":[66],"outperforms":[67],"F-MLP":[69],"terms":[72],"accuracy,":[74],"precision,":[75],"recall,":[76],"F1":[77],"score":[78],"and":[79,81,91],"stability,":[80],"achieves":[82],"better":[83],"performance,":[84],"paving":[85],"way":[87],"more":[89],"efficient":[90],"privacy-preserving":[92],"predictive":[93],"analytics.":[94]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}