{"id":"https://openalex.org/W4411171893","doi":"https://doi.org/10.1109/tpds.2025.3578522","title":"Boosting Resource-Constrained Federated Learning Systems With Guessed Updates","display_name":"Boosting Resource-Constrained Federated Learning Systems With Guessed Updates","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4411171893","doi":"https://doi.org/10.1109/tpds.2025.3578522"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2025.3578522","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2025.3578522","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/handle/20.500.14299/251250","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118115127","display_name":"Mohamed Yassine Boukhari","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Mohamed Yassine Boukhari","raw_affiliation_strings":["EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0009-0003-6138-9312","affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023191687","display_name":"Akash Dhasade","orcid":"https://orcid.org/0000-0003-4362-5548"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Akash Dhasade","raw_affiliation_strings":["EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-4362-5548","affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031849486","display_name":"Anne-Marie Kermarrec","orcid":"https://orcid.org/0000-0001-8187-724X"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Anne-Marie Kermarrec","raw_affiliation_strings":["EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0001-8187-724X","affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000635510","display_name":"Rafael Pires","orcid":"https://orcid.org/0000-0002-7826-1599"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Rafael Pires","raw_affiliation_strings":["EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-7826-1599","affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118532829","display_name":"Othmane Safsafi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Othmane Safsafi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100743570","display_name":"Rishi Sharma","orcid":"https://orcid.org/0000-0002-1928-1549"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Rishi Sharma","raw_affiliation_strings":["EPFL, Lausanne, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-1928-1549","affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5118115127"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":2.1733,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88831384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"36","issue":"8","first_page":"1666","last_page":"1679"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9994000196456909,"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":0.9991999864578247,"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/boosting","display_name":"Boosting (machine learning)","score":0.8566755056381226},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8546550869941711},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4362636208534241},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43003562092781067},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3429567515850067}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.8566755056381226},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8546550869941711},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4362636208534241},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43003562092781067},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3429567515850067}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpds.2025.3578522","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2025.3578522","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/251250","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/251250","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:20.500.14299/251250","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/handle/20.500.14299/251250","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"research article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6789910331","display_name":null,"funder_award_id":"10.001.796","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1631708156","https://openalex.org/W2194775991","https://openalex.org/W2556522401","https://openalex.org/W2788079077","https://openalex.org/W2904190483","https://openalex.org/W2963433607","https://openalex.org/W2978017171","https://openalex.org/W2989289980","https://openalex.org/W3013310637","https://openalex.org/W3016632787","https://openalex.org/W3043188097","https://openalex.org/W3118608800","https://openalex.org/W3154608090","https://openalex.org/W3161051256","https://openalex.org/W3164715504","https://openalex.org/W3175216217","https://openalex.org/W4206320562","https://openalex.org/W4286888406","https://openalex.org/W4287728394","https://openalex.org/W4385567528","https://openalex.org/W4386083155","https://openalex.org/W4386352952","https://openalex.org/W4387544305","https://openalex.org/W6604254268","https://openalex.org/W6631190155","https://openalex.org/W6634404578","https://openalex.org/W6674385629","https://openalex.org/W6685053522","https://openalex.org/W6713134421","https://openalex.org/W6726983090","https://openalex.org/W6728757088","https://openalex.org/W6730169791","https://openalex.org/W6732298257","https://openalex.org/W6745447533","https://openalex.org/W6748504360","https://openalex.org/W6751649239","https://openalex.org/W6752012617","https://openalex.org/W6754654111","https://openalex.org/W6756756286","https://openalex.org/W6757172675","https://openalex.org/W6757185729","https://openalex.org/W6759226220","https://openalex.org/W6759238902","https://openalex.org/W6763249885","https://openalex.org/W6766978945","https://openalex.org/W6768851824","https://openalex.org/W6773817997","https://openalex.org/W6773976177","https://openalex.org/W6774146353","https://openalex.org/W6780647363","https://openalex.org/W6780901134","https://openalex.org/W6781318954","https://openalex.org/W6783533280","https://openalex.org/W6787972765","https://openalex.org/W6796096428","https://openalex.org/W6797027800","https://openalex.org/W6797529314","https://openalex.org/W6797677181","https://openalex.org/W6798064770","https://openalex.org/W6803778537","https://openalex.org/W6804414558","https://openalex.org/W6848670765","https://openalex.org/W6856578404","https://openalex.org/W6857609237"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3082059448","https://openalex.org/W4313640622","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694"],"abstract_inverted_index":{"Federated":[0],"learning":[1,92,153,184],"(FL)":[2],"enables":[3,85],"a":[4,12],"set":[5],"of":[6,29,58,98],"client":[7],"devices":[8,88],"to":[9,42,89,173],"collaboratively":[10],"train":[11],"model":[13],"without":[14,66],"sharing":[15],"raw":[16],"data.":[17],"This":[18],"process,":[19],"though,":[20],"operates":[21],"under":[22],"the":[23,50,68,79,152,180],"constrained":[24,86],"computation":[25],"and":[26,81,145,163],"communication":[27],"resources":[28],"edge":[30,87],"devices.":[31],"These":[32,101],"constraints":[33],"combined":[34,124],"with":[35,125],"systems":[36],"heterogeneity":[37],"force":[38],"some":[39],"participating":[40,108],"clients":[41,109],"perform":[43,90],"fewer":[44],"local":[45],"updates":[46,95],"than":[47],"expected":[48],"by":[49,171],"server,":[51],"thus":[52],"slowing":[53],"down":[54],"convergence.":[55],"Exhaustive":[56],"tuning":[57],"hyperparameters":[59],"in":[60,175],"FL,":[61],"furthermore,":[62],"can":[63,121,167],"be":[64,122],"resource-intensive,":[65],"which":[67],"convergence":[69,170],"is":[70],"adversely":[71],"affected.":[72],"In":[73],"this":[74],"work,":[75],"we":[76],"propose":[77],"GEL,":[78],"guess":[80],"learn":[82],"algorithm.":[83],"GEL":[84,166],"additional":[91],"through":[93],"guessed":[94],"on":[96],"top":[97],"gradient-based":[99],"steps.":[100],"guesses":[102],"are":[103,155],"<italic":[104,112],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[105,113,131,136,139,143],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">gradientless</i>,":[106],"i.e.,":[107],"leverage":[110],"them":[111],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">for":[114],"free</i>.":[115],"Our":[116],"generic":[117],"guessing":[118],"algorithm":[119],"(i)":[120],"flexibly":[123],"several":[126],"state-of-the-art":[127],"algorithms":[128],"including":[129],"<sc":[130,135,138,142],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FedProx":[132],"+":[133],"GeL</small>,":[134],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FedNova</small>,":[137],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FedYogi</small>":[140],"or":[141],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">ScaleFL</small>;":[144],"(ii)":[146],"achieves":[147],"significantly":[148],"improved":[149],"performance":[150],"when":[151],"rates":[154],"not":[156],"best":[157],"tuned.":[158],"We":[159],"conduct":[160],"extensive":[161],"experiments":[162],"show":[164],"that":[165],"boost":[168],"empirical":[169],"up":[172],"40%":[174],"resourceconstrained":[176],"networks":[177],"while":[178],"relieving":[179],"need":[181],"for":[182],"exhaustive":[183],"rate":[185],"tuning.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
