{"id":"https://openalex.org/W4413823644","doi":"https://doi.org/10.1109/icccn65249.2025.11133779","title":"FedBand: Adaptive Federated Learning Under Strict Bandwidth Constraints","display_name":"FedBand: Adaptive Federated Learning Under Strict Bandwidth Constraints","publication_year":2025,"publication_date":"2025-08-04","ids":{"openalex":"https://openalex.org/W4413823644","doi":"https://doi.org/10.1109/icccn65249.2025.11133779"},"language":"en","primary_location":{"id":"doi:10.1109/icccn65249.2025.11133779","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn65249.2025.11133779","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 34th International Conference on Computer Communications and Networks (ICCCN)","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":null,"display_name":"Taghreed Alanazi","orcid":null},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taghreed Alanazi","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036534106","display_name":"Abdulrahman Fahim","orcid":"https://orcid.org/0000-0002-0801-8737"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdulrahman Fahim","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012601552","display_name":"Muntaka Ibnath","orcid":null},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muntaka Ibnath","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078045643","display_name":"Ba\u015fak G\u00fcler","orcid":"https://orcid.org/0000-0002-3246-1667"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Basak Guler","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110927297","display_name":"Amit Roy Chowdhury","orcid":"https://orcid.org/0000-0001-7909-3761"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amit Roy Chowdhury","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040173574","display_name":"Ananthram Swami","orcid":null},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ananthram Swami","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054849323","display_name":"Evangelos E. Papalexakis","orcid":"https://orcid.org/0000-0002-3411-8483"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evangelos E. Papalexakis","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086268637","display_name":"Srikanth V. Krishnamurthy","orcid":"https://orcid.org/0000-0002-6533-4381"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Srikanth V. Krishnamurthy","raw_affiliation_strings":["University of California,Riverside,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California,Riverside,USA","institution_ids":["https://openalex.org/I103635307"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7588,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88296076,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9886999726295471,"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":0.9886999726295471,"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":0.9835000038146973,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.979200005531311,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7252525687217712},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.6585195660591125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37369704246520996},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24121540784835815}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7252525687217712},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.6585195660591125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37369704246520996},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24121540784835815}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccn65249.2025.11133779","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn65249.2025.11133779","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 34th International Conference on Computer Communications and Networks (ICCCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"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":{"Federated":[0],"Learning":[1],"(FL)":[2],"enables":[3],"model":[4,152,181,195],"training":[5],"across":[6],"decentralized":[7],"clients":[8,69,98],"while":[9,132,150,172],"preserving":[10,151],"data":[11,31],"privacy.":[12],"However,":[13],"bandwidth":[14,64,96,168,211,242],"constraints":[15],"limit":[16],"the":[17,75,105,137,194,247],"volume":[18],"of":[19,115,178,193,252],"information":[20],"exchanged,":[21],"making":[22,255],"communication":[23,90,140,221,250],"efficiency":[24,141,209,251],"a":[25,62,112,217,224],"critical":[26],"challenge.":[27],"In":[28],"addition,":[29],"non-IID":[30,156],"distributions":[32],"require":[33],"fairness-aware":[34],"mechanisms":[35],"to":[36,74,97,110,166,176,230],"prevent":[37],"performance":[38],"degradation":[39],"for":[40,259],"certain":[41],"clients.":[42],"Existing":[43],"sparsification":[44],"techniques":[45],"often":[46],"apply":[47],"fixed":[48],"compression":[49],"ratios":[50],"uniformly,":[51],"ignoring":[52],"variations":[53],"in":[54,88,197,220,227],"client":[55,86],"importance":[56],"and":[57,142,158,223,249],"bandwidth.":[58],"We":[59],"propose":[60],"Fed-Band,":[61],"dynamic":[63],"allocation":[65,243],"framework":[66],"that":[67,162,177,240],"prioritizes":[68],"based":[70],"on":[71,155,183,186],"their":[72],"contribution":[73],"global":[76,106],"model.":[77],"Unlike":[78],"conventional":[79],"approaches,":[80],"FedBand":[81,145,163,201],"does":[82],"not":[83],"enforce":[84],"uniform":[85],"participation":[87],"every":[89],"round.":[91,199],"Instead,":[92],"it":[93,256],"allocates":[94],"more":[95,257],"whose":[99],"local":[100],"updates":[101,121],"deviate":[102],"significantly":[103,245],"from":[104],"model,":[107],"enabling":[108],"them":[109],"transmit":[111],"greater":[113],"number":[114],"parameters.":[116],"Clients":[117],"with":[118],"less":[119,124,190],"impactful":[120],"contribute":[122],"proportionally":[123],"or":[125],"may":[126],"defer":[127],"transmission,":[128],"reducing":[129],"unnecessary":[130],"overhead":[131],"maintaining":[133,173],"generalizability.":[134],"By":[135],"optimizing":[136],"trade-off":[138],"between":[139],"learning":[143,208],"performance,":[144],"substantially":[146],"reduces":[147],"transmission":[148],"costs":[149,222],"accuracy.":[153],"Experiments":[154],"CIFAR-10":[157],"UTMobileNet2021":[159],"datasets,":[160],"demonstrate":[161,239],"achieves":[164],"up":[165],"99.81%":[167],"savings":[169],"per":[170],"round":[171],"accuracies":[174],"close":[175],"an":[179],"unsparsified":[180],"(80%":[182],"CIFAR-10,":[184],"95%":[185],"UTMobileNet),":[187],"despite":[188],"transmitting":[189],"than":[191],"1%":[192],"parameters":[196],"each":[198],"Moreover,":[200],"accelerates":[202],"convergence":[203,228],"by":[204],"37.4%,":[205],"further":[206,215],"improving":[207],"under":[210],"constraints.":[212],"Mininet":[213],"emulations":[214],"show":[216],"42.6%":[218],"reduction":[219],"65.57%":[225],"acceleration":[226],"compared":[229],"baseline":[231],"methods,":[232],"validating":[233],"its":[234],"real-world":[235],"efficiency.":[236],"These":[237],"results":[238],"adaptive":[241],"can":[244],"enhance":[246],"scalability":[248],"federated":[253],"learning,":[254],"viable":[258],"real-world,":[260],"bandwidth-constrained":[261],"networking":[262],"environments.":[263]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}