{"id":"https://openalex.org/W4406355220","doi":"https://doi.org/10.1109/ictc62082.2024.10827388","title":"Serverless Federated Learning in Multi-Cell Scenarios Robust to Test-Time Distribution Shifts","display_name":"Serverless Federated Learning in Multi-Cell Scenarios Robust to Test-Time Distribution Shifts","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4406355220","doi":"https://doi.org/10.1109/ictc62082.2024.10827388"},"language":"en","primary_location":{"id":"doi:10.1109/ictc62082.2024.10827388","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10827388","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","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/A5013480324","display_name":"Kwanyoung Cho","orcid":null},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Kwanyoung Cho","raw_affiliation_strings":["Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea"],"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070881722","display_name":"Jeong Hoan Park","orcid":"https://orcid.org/0000-0003-2252-465X"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jongyul Park","raw_affiliation_strings":["Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea"],"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027095726","display_name":"Atif Rizwan","orcid":"https://orcid.org/0000-0001-6669-8147"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Atif Rizwan","raw_affiliation_strings":["Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea"],"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000003740","display_name":"Minseok Choi","orcid":"https://orcid.org/0000-0001-7027-1920"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minseok Choi","raw_affiliation_strings":["Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea"],"affiliations":[{"raw_affiliation_string":"Kyung Hee University,Department of Electronic Engineering,Yongin,South Korea","institution_ids":["https://openalex.org/I35928602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5013480324"],"corresponding_institution_ids":["https://openalex.org/I35928602"],"apc_list":null,"apc_paid":null,"fwci":0.3626,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70708403,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"241","last_page":"245"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.991100013256073,"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":0.991100013256073,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9466000199317932,"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/T10237","display_name":"Cryptography and Data Security","score":0.9251000285148621,"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":0.6647114157676697},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5500520467758179},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.44993874430656433},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34897851943969727},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.08632758259773254},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06961178779602051}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6647114157676697},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5500520467758179},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.44993874430656433},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34897851943969727},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.08632758259773254},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06961178779602051},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc62082.2024.10827388","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10827388","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6405446712","display_name":null,"funder_award_id":"2022R1C1C1010766,2022R1A4A3033401","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2767079719","https://openalex.org/W2912213068","https://openalex.org/W3045638580","https://openalex.org/W3047304572","https://openalex.org/W3132218710","https://openalex.org/W4206320562","https://openalex.org/W4366668467","https://openalex.org/W4386245161","https://openalex.org/W6728757088","https://openalex.org/W6752029299"],"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":{"This":[0],"paper":[1],"introduces":[2],"a":[3,39,114],"novel":[4],"serverless":[5,142],"Federated":[6],"Learning":[7],"(FL)":[8],"framework":[9,44,66,101,139],"designed":[10],"for":[11,86,119],"multi-cell":[12],"environments,":[13],"addressing":[14],"the":[15,80,87,100,133],"significant":[16],"limitations":[17],"of":[18,70,107],"traditional":[19],"centralized":[20,144],"FL":[21,34,121,145],"methods,":[22,146],"especially":[23],"in":[24,95,109,123],"dynamic":[25],"settings":[26],"with":[27,125],"frequent":[28],"test-time":[29],"distribution":[30],"shifts.":[31],"Unlike":[32],"conventional":[33],"approaches":[35],"that":[36,137],"rely":[37],"on":[38,132],"central":[40],"cloud":[41],"server,":[42],"our":[43,138],"decentralizes":[45],"model":[46,88],"training":[47],"and":[48,60,74,84,116,127,143,150],"aggregation":[49,89],"entirely":[50],"to":[51,78],"edge":[52],"servers,":[53],"thereby":[54],"reducing":[55],"communication":[56],"latency,":[57],"improving":[58],"scalability,":[59],"enhancing":[61],"data":[62],"privacy.":[63],"The":[64],"proposed":[65],"incorporates":[67],"additional":[68],"hyperparameters":[69],"<tex":[71,75],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[72,76],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\alpha$</tex>":[73],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\beta$</tex>":[77],"control":[79],"tradeoff":[81],"between":[82],"personalization":[83,149],"generalization":[85],"process,":[90],"while":[91],"ensuring":[92],"robust":[93],"performances":[94],"out-of-distribution":[96],"(OOD)":[97],"tasks.":[98],"Furthermore,":[99],"exhibits":[102],"adaptability":[103],"across":[104],"varying":[105],"numbers":[106],"clients":[108],"overlapping":[110],"regions,":[111],"making":[112],"it":[113],"scalable":[115],"effective":[117],"solution":[118],"real-world":[120],"applications":[122],"environments":[124],"diverse":[126],"unreliable":[128],"connectivity.":[129],"Experimental":[130],"results":[131],"CIFAR-10":[134],"dataset":[135],"demonstrate":[136],"outperforms":[140],"existing":[141],"achieving":[147],"superior":[148],"accuracy":[151],"even":[152],"under":[153],"challenging":[154],"conditions.":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}