{"id":"https://openalex.org/W4406458683","doi":"https://doi.org/10.1109/bigdata62323.2024.10825643","title":"ICL: An Incentivized Collaborative Learning Framework","display_name":"ICL: An Incentivized Collaborative Learning Framework","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406458683","doi":"https://doi.org/10.1109/bigdata62323.2024.10825643"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825643","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825643","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 Big Data (BigData)","raw_type":"proceedings-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/A5100458486","display_name":"Xinran Wang","orcid":"https://orcid.org/0000-0003-1120-8248"},"institutions":[{"id":"https://openalex.org/I4210101327","display_name":"Twin Cities Orthopedics","ror":"https://ror.org/01en4s460","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210101327"]},{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xinran Wang","raw_affiliation_strings":["University of Minnesota-Twin Cities,Computer Science and Engineering,Minneapolis,MN,USA,55455"],"affiliations":[{"raw_affiliation_string":"University of Minnesota-Twin Cities,Computer Science and Engineering,Minneapolis,MN,USA,55455","institution_ids":["https://openalex.org/I4210101327","https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101653278","display_name":"Qi Le","orcid":"https://orcid.org/0000-0003-1585-0887"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]},{"id":"https://openalex.org/I4210101327","display_name":"Twin Cities Orthopedics","ror":"https://ror.org/01en4s460","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210101327"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Le","raw_affiliation_strings":["University of Minnesota-Twin Cities,Computer Science and Engineering,Minneapolis,MN,USA,55455"],"affiliations":[{"raw_affiliation_string":"University of Minnesota-Twin Cities,Computer Science and Engineering,Minneapolis,MN,USA,55455","institution_ids":["https://openalex.org/I4210101327","https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050886354","display_name":"Ahmad Khan","orcid":"https://orcid.org/0000-0002-6955-8876"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmad Faraz Khan","raw_affiliation_strings":["Virginia Tech,Computer Science,Blacksburg,VA,USA,24060"],"affiliations":[{"raw_affiliation_string":"Virginia Tech,Computer Science,Blacksburg,VA,USA,24060","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104034832","display_name":"Jie Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]},{"id":"https://openalex.org/I4210101327","display_name":"Twin Cities Orthopedics","ror":"https://ror.org/01en4s460","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210101327"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Ding","raw_affiliation_strings":["University of Minnesota-Twin Cities,School of Statistics,Minneapolis,MN,USA,55455"],"affiliations":[{"raw_affiliation_string":"University of Minnesota-Twin Cities,School of Statistics,Minneapolis,MN,USA,55455","institution_ids":["https://openalex.org/I4210101327","https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054645319","display_name":"Ali Anwar","orcid":"https://orcid.org/0000-0003-4487-2436"},"institutions":[{"id":"https://openalex.org/I4210101327","display_name":"Twin Cities Orthopedics","ror":"https://ror.org/01en4s460","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210101327"]},{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Anwar","raw_affiliation_strings":["University of Minnesota-Twin Cities,Computer Science and Engineering,Minneapolis,MN,USA,55455"],"affiliations":[{"raw_affiliation_string":"University of Minnesota-Twin Cities,Computer Science and Engineering,Minneapolis,MN,USA,55455","institution_ids":["https://openalex.org/I4210101327","https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100458486"],"corresponding_institution_ids":["https://openalex.org/I130238516","https://openalex.org/I4210101327"],"apc_list":null,"apc_paid":null,"fwci":0.7274,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78356422,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"94","last_page":"103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9854999780654907,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9854999780654907,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.983299970626831,"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/T10927","display_name":"Access Control and Trust","score":0.9314000010490417,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6489692330360413},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.41086500883102417},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38993850350379944},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.29683536291122437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6489692330360413},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.41086500883102417},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38993850350379944},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.29683536291122437}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825643","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825643","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 Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1557833142","https://openalex.org/W1963069121","https://openalex.org/W2046135376","https://openalex.org/W2070328828","https://openalex.org/W2109826765","https://openalex.org/W2335728318","https://openalex.org/W2396881363","https://openalex.org/W2750384547","https://openalex.org/W2914630606","https://openalex.org/W2963167310","https://openalex.org/W2963336905","https://openalex.org/W2965921687","https://openalex.org/W2970606380","https://openalex.org/W2978422189","https://openalex.org/W2991044292","https://openalex.org/W3007043174","https://openalex.org/W3012990321","https://openalex.org/W3016378036","https://openalex.org/W3017371741","https://openalex.org/W3038679613","https://openalex.org/W3095276777","https://openalex.org/W3109723249","https://openalex.org/W3156818449","https://openalex.org/W3170379405","https://openalex.org/W3199690024","https://openalex.org/W3215200847","https://openalex.org/W4214709514","https://openalex.org/W4283793425","https://openalex.org/W4284681284","https://openalex.org/W4287332481","https://openalex.org/W4288064643","https://openalex.org/W4297687186","https://openalex.org/W4300337452","https://openalex.org/W4312390276","https://openalex.org/W4328028979","https://openalex.org/W4366342102","https://openalex.org/W4378718457","https://openalex.org/W4384345756","https://openalex.org/W4386075235","https://openalex.org/W4394639701","https://openalex.org/W6703116779","https://openalex.org/W6728757088","https://openalex.org/W6729007826","https://openalex.org/W6743688258","https://openalex.org/W6755174528","https://openalex.org/W6756840679","https://openalex.org/W6770634426","https://openalex.org/W6776380691","https://openalex.org/W6779045794","https://openalex.org/W6780274001","https://openalex.org/W6782953276","https://openalex.org/W6784343361","https://openalex.org/W6796599478","https://openalex.org/W6801574145","https://openalex.org/W6810506275","https://openalex.org/W6839421850","https://openalex.org/W6851629957","https://openalex.org/W6852382513"],"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":{"Collaborations":[0],"among":[1],"various":[2],"entities,":[3],"such":[4,38],"as":[5,39],"companies,":[6],"research":[7],"labs,":[8],"AI":[9],"agents,":[10],"and":[11,44,94,103,125,132],"edge":[12],"devices,":[13],"have":[14],"become":[15],"increasingly":[16],"crucial":[17],"for":[18,90],"achieving":[19],"machine":[20],"learning":[21],"tasks":[22],"that":[23],"cannot":[24],"be":[25],"accomplished":[26],"by":[27],"a":[28,50,59],"single":[29],"entity":[30],"alone.":[31],"This":[32],"is":[33,68],"likely":[34],"due":[35],"to":[36,70,75,116],"factors":[37],"security":[40],"constraints,":[41],"privacy":[42],"concerns,":[43],"limitations":[45],"in":[46,62,120],"computation":[47],"resources.":[48],"As":[49],"result,":[51],"Collaborative":[52,66,92],"Learning":[53,67],"has":[54],"been":[55],"gaining":[56],"momentum.":[57],"However,":[58],"significant":[60],"challenge":[61],"practical":[63],"applications":[64],"of":[65,101,114],"how":[69],"effectively":[71],"incentivize":[72],"multiple":[73],"entities":[74],"collaborate":[76],"before":[77],"any":[78],"collaboration":[79,108],"occurs.":[80],"In":[81],"this":[82],"study,":[83],"we":[84],"propose":[85],"ICL,":[86],"an":[87],"architectural":[88],"framework":[89],"Incentivized":[91],"Learning,":[93],"provide":[95],"insights":[96],"into":[97],"the":[98,112],"critical":[99],"issue":[100],"when":[102],"why":[104],"incentives":[105],"can":[106],"improve":[107],"performance.":[109],"We":[110],"showcase":[111],"concepts":[113],"ICL":[115],"specific":[117],"use":[118],"cases":[119],"federated":[121],"learning,":[122,124],"assisted":[123],"multi-armed":[126],"bandit,":[127],"corroborating":[128],"with":[129],"both":[130],"theoretical":[131],"experimental":[133],"results.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
