{"id":"https://openalex.org/W4401509243","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615284","title":"Generosity Pays Off: A Game-Theoretic Study of Cooperation in Decentralized Learning","display_name":"Generosity Pays Off: A Game-Theoretic Study of Cooperation in Decentralized Learning","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4401509243","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615284"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops59551.2024.10615284","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccworkshops59551.2024.10615284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.11504157","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062836165","display_name":"Giuseppe Di Giacomo","orcid":"https://orcid.org/0000-0002-9990-512X"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"G. Di Giacomo","raw_affiliation_strings":["Politecnico di Torino,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035651305","display_name":"Francesco Malandrino","orcid":"https://orcid.org/0000-0003-0458-2004"},"institutions":[{"id":"https://openalex.org/I4210100607","display_name":"Institute of Electronics, Computer and Telecommunication Engineering","ror":"https://ror.org/00n4jbh84","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210100607","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"F. Malandrino","raw_affiliation_strings":["CNR-IEIIT,Italy"],"affiliations":[{"raw_affiliation_string":"CNR-IEIIT,Italy","institution_ids":["https://openalex.org/I4210100607"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021780258","display_name":"Carla Fabiana Chiasserini","orcid":"https://orcid.org/0000-0003-1410-660X"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"C. F. Chiasserini","raw_affiliation_strings":["Politecnico di Torino,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Italy","institution_ids":["https://openalex.org/I177477856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5062836165"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15715399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"105","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11031","display_name":"Game Theory and Applications","score":0.9205999970436096,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11031","display_name":"Game Theory and Applications","score":0.9205999970436096,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generosity","display_name":"Generosity","score":0.961335301399231},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5883184671401978},{"id":"https://openalex.org/keywords/game-theory","display_name":"Game theory","score":0.5735048651695251},{"id":"https://openalex.org/keywords/mathematical-economics","display_name":"Mathematical economics","score":0.35778117179870605},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.20976373553276062},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.10621348023414612}],"concepts":[{"id":"https://openalex.org/C2779861158","wikidata":"https://www.wikidata.org/wiki/Q1549811","display_name":"Generosity","level":2,"score":0.961335301399231},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5883184671401978},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.5735048651695251},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.35778117179870605},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.20976373553276062},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10621348023414612},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iccworkshops59551.2024.10615284","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccworkshops59551.2024.10615284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},{"id":"doi:10.5281/zenodo.11504157","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11504157","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":""}],"best_oa_location":{"id":"doi:10.5281/zenodo.11504157","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11504157","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":false,"raw_source_name":null,"raw_type":""},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1976528791","https://openalex.org/W2162188183","https://openalex.org/W2617960902","https://openalex.org/W2775461895","https://openalex.org/W2955213239","https://openalex.org/W2972882814","https://openalex.org/W3015636663","https://openalex.org/W3095611529","https://openalex.org/W3128936934","https://openalex.org/W3156818449","https://openalex.org/W3169837366","https://openalex.org/W3209696639","https://openalex.org/W3215200847","https://openalex.org/W4283818369","https://openalex.org/W4318619660","https://openalex.org/W4387682255","https://openalex.org/W6728757088","https://openalex.org/W6738250615","https://openalex.org/W6765541894","https://openalex.org/W6774804355","https://openalex.org/W6796163415"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2071684985","https://openalex.org/W2285351234","https://openalex.org/W1867350216","https://openalex.org/W4247867945","https://openalex.org/W4298004773","https://openalex.org/W4385380367","https://openalex.org/W4388803188","https://openalex.org/W1983910053"],"abstract_inverted_index":{"Decentralized":[0],"learning,":[1],"a":[2,33,90,140,163],"paradigm":[3],"enabling":[4],"the":[5,29,44,64,76,134,156,180,183],"training":[6,104,122],"of":[7,32,36,46,75,79,188],"Machine":[8],"Learning":[9],"(ML)":[10],"models":[11],"using":[12],"multiple":[13],"nodes,":[14,37,52,187],"is":[15,73,150],"gaining":[16],"momentum,":[17],"as":[18],"it":[19],"(i)":[20],"improves":[21],"data":[22],"privacy":[23],"and":[24,67,182],"(ii)":[25],"permits":[26],"to":[27,61,70,97,113,118,120,139,153,155,166],"leverage":[28],"computational":[30],"capabilities":[31],"wide":[34],"set":[35],"thus":[38],"being":[39,189],"an":[40],"excellent":[41],"fit":[42],"for":[43,103,131,185],"support":[45],"edge":[47],"intelligence":[48],"applications.":[49],"However,":[50],"such":[51,111,148],"like":[53],"users'":[54],"smartphones":[55],"or":[56,105],"vehicles,":[57],"cannot":[58],"be":[59,114,129],"forced":[60],"participate":[62],"in":[63,133,191],"learning":[65],"process,":[66],"incentivizing":[68],"them":[69,132],"do":[71],"so":[72],"one":[74],"foremost":[77],"challenges":[78],"decentralized":[80,121,192],"learning.":[81],"To":[82],"address":[83],"this":[84],"issue,":[85],"we":[86],"propose":[87],"GENIAL":[88,137],"-":[89],"game-theoretic":[91],"approach,":[92],"based":[93],"upon":[94],"generous":[95,190],"games,":[96],"promote":[98],"cooperation":[99],"among":[100],"user":[101],"nodes":[102,112,145],"fine-tuning":[106],"ML":[107],"models.":[108],"By":[109],"allowing":[110],"(moderately)":[115],"generous,":[116],"i.e.,":[117],"contribute":[119],"processes":[123],"more":[124],"often":[125],"than":[126],"what":[127],"would":[128],"convenient":[130],"short":[135],"term,":[136],"leads":[138],"Nash":[141],"equilibrium":[142,149],"where":[143],"all":[144,167],"cooperate.":[146],"Importantly,":[147],"also":[151],"proven":[152],"converge":[154],"Pareto":[157],"optimal":[158],"operating":[159],"point":[160],"that":[161],"ensures":[162],"fair":[164],"treatment":[165],"nodes.":[168],"Our":[169],"theoretical":[170],"findings":[171],"are":[172],"supported":[173],"by":[174],"numerical":[175],"experiments,":[176],"which":[177],"further":[178],"underline":[179],"effectiveness,":[181],"benefits":[184],"rational":[186],"training.":[193]},"counts_by_year":[],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
