{"id":"https://openalex.org/W4403487858","doi":"https://doi.org/10.3233/faia240702","title":"Tackling Selfish Clients in Federated Learning","display_name":"Tackling Selfish Clients in Federated Learning","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403487858","doi":"https://doi.org/10.3233/faia240702"},"language":"en","primary_location":{"id":"doi:10.3233/faia240702","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240702","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240702","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240702","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041540007","display_name":"Andrea Augello","orcid":"https://orcid.org/0000-0001-9085-4218"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Augello","raw_affiliation_strings":["Department of Engineering, University of Palermo, Palermo, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Palermo, Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035513892","display_name":"Ashish Gupta","orcid":"https://orcid.org/0000-0003-4593-3261"},"institutions":[{"id":"https://openalex.org/I2799752099","display_name":"Synergy University Dubai","ror":"https://ror.org/034ee3t09","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799752099","https://openalex.org/I4210115303"]},{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["AE","IN"],"is_corresponding":false,"raw_author_name":"Ashish Gupta","raw_affiliation_strings":["Department of Computer Science, BITS-Pilani, Dubai, UAE, andrea.augello01@unipa.it, ashish@dubai.bits-pilani.ac.in, giuseppe.lore@unipa.it, sdas@mst.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, BITS-Pilani, Dubai, UAE, andrea.augello01@unipa.it, ashish@dubai.bits-pilani.ac.in, giuseppe.lore@unipa.it, sdas@mst.edu","institution_ids":["https://openalex.org/I2799752099","https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035697089","display_name":"Giuseppe Lo Re","orcid":"https://orcid.org/0000-0002-8217-2230"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Lo Re","raw_affiliation_strings":["Department of Engineering, University of Palermo, Palermo, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Palermo, Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050881965","display_name":"Sajal K. Das","orcid":"https://orcid.org/0000-0002-9471-0868"},"institutions":[{"id":"https://openalex.org/I20382870","display_name":"Missouri University of Science and Technology","ror":"https://ror.org/00scwqd12","country_code":"US","type":"education","lineage":["https://openalex.org/I20382870"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sajal K. Das","raw_affiliation_strings":["Department of Computer Science, Missouri University of Science and Technology, Rolla, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Missouri University of Science and Technology, Rolla, USA","institution_ids":["https://openalex.org/I20382870"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6904,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.921897,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9746000170707703,"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":0.9746000170707703,"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":0.49589094519615173},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4120328724384308},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3733428716659546},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3289223313331604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28053224086761475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49589094519615173},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4120328724384308},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3733428716659546},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3289223313331604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28053224086761475}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3233/faia240702","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240702","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240702","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2407.15402","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.15402","pdf_url":"https://arxiv.org/pdf/2407.15402","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:iris.unipa.it:10447/661493","is_oa":true,"landing_page_url":"https://hdl.handle.net/10447/661493","pdf_url":null,"source":{"id":"https://openalex.org/S4306401065","display_name":"Nova Science Publishers (Nova Science Publishers, Inc.)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/bookPart"},{"id":"doi:10.5281/zenodo.12755206","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.12755206","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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Software"},{"id":"doi:10.5281/zenodo.12755207","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.12755207","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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Software"}],"best_oa_location":{"id":"doi:10.3233/faia240702","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240702","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240702","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403487858.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4298221930","https://openalex.org/W2390279801","https://openalex.org/W2777914285","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4378677776","https://openalex.org/W3176937389"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"is":[3,24],"a":[4,14,72],"distributed":[5],"machine":[6],"learning":[7],"paradigm":[8],"facilitating":[9],"participants":[10],"to":[11,40,58,80,94,157],"collaboratively":[12],"train":[13],"model":[15,44,169],"without":[16,165],"revealing":[17],"their":[18,47,52],"local":[19,48,53],"data.":[20],"However,":[21],"when":[22],"FL":[23,78],"deployed":[25],"into":[26],"the":[27,36,42,77,82,98,105,115,122,153,167],"wild,":[28],"some":[29],"intelligent":[30],"clients":[31,64,103,148],"can":[32,151,161],"deliberately":[33],"deviate":[34],"from":[35,104],"standard":[37],"training":[38],"process":[39],"make":[41],"global":[43,168],"inclined":[45],"toward":[46],"model,":[49],"thereby":[50],"prioritizing":[51],"data":[54],"distribution.":[55],"We":[56],"refer":[57],"this":[59,68],"novel":[60],"category":[61],"of":[62,84,101,112,114,147],"misbehaving":[63],"as":[65],"selfish.":[66],"In":[67],"paper,":[69],"we":[70],"propose":[71],"Robust":[73],"aggregation":[74],"strategy":[75,128],"for":[76],"server":[79],"mitigate":[81,162],"effect":[83,164],"Selfishness":[85],"(in":[86],"short":[87],"RFL-Self).":[88],"RFL-Self":[89,160],"incorporates":[90],"an":[91],"innovative":[92],"method":[93],"recover":[95],"(or":[96],"estimate)":[97],"true":[99],"updates":[100,116,124],"selfish":[102],"received":[106],"ones,":[107],"leveraging":[108],"robust":[109],"statistics":[110],"(median":[111],"norms)":[113],"at":[117],"every":[118],"round.":[119],"By":[120],"including":[121],"recovered":[123],"in":[125],"aggregation,":[126],"our":[127],"offers":[129],"strong":[130],"robustness":[131],"against":[132],"selfishness.":[133],"Our":[134],"experimental":[135],"results,":[136],"obtained":[137],"on":[138],"MNIST":[139],"and":[140,159],"CIFAR-10":[141],"datasets,":[142],"demonstrate":[143],"that":[144,163],"just":[145],"2%":[146],"behaving":[149],"selfishly":[150],"decrease":[152],"accuracy":[154],"by":[155],"up":[156],"36%,":[158],"degrading":[166],"performance.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
