{"id":"https://openalex.org/W4401409088","doi":"https://doi.org/10.1145/3673038.3673142","title":"Bandwidth-Aware and Overlap-Weighted Compression for Communication-Efficient Federated Learning","display_name":"Bandwidth-Aware and Overlap-Weighted Compression for Communication-Efficient Federated Learning","publication_year":2024,"publication_date":"2024-08-08","ids":{"openalex":"https://openalex.org/W4401409088","doi":"https://doi.org/10.1145/3673038.3673142"},"language":"en","primary_location":{"id":"doi:10.1145/3673038.3673142","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3673038.3673142","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3673038.3673142","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 53rd International Conference on Parallel Processing","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3673038.3673142","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110365287","display_name":"Zichen Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Zichen Tang","raw_affiliation_strings":["Hong Kong Baptist University, Hong Kong","The Hong Kong University of Science and Technology (Guangzhou), China"],"affiliations":[{"raw_affiliation_string":"Hong Kong Baptist University, Hong Kong","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"The Hong Kong University of Science and Technology (Guangzhou), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102999419","display_name":"Junlin Huang","orcid":"https://orcid.org/0000-0001-6544-9720"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Junlin Huang","raw_affiliation_strings":["The Hong Kong University of Science and Technology (Guangzhou), China"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology (Guangzhou), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113325259","display_name":"Rudan Yan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rudan Yan","raw_affiliation_strings":["The Hong Kong University of Science and Technology (Guangzhou), China"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology (Guangzhou), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005934380","display_name":"Yuxin Wang","orcid":"https://orcid.org/0000-0001-7680-1419"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yuxin Wang","raw_affiliation_strings":["Hong Kong Baptist University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Hong Kong Baptist University, Hong Kong","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048313055","display_name":"Zhenheng Tang","orcid":"https://orcid.org/0000-0001-8769-9974"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhenheng Tang","raw_affiliation_strings":["Hong Kong Baptist University, Hong Kong","The Hong Kong University of Science and Technology (Guangzhou), China"],"affiliations":[{"raw_affiliation_string":"Hong Kong Baptist University, Hong Kong","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"The Hong Kong University of Science and Technology (Guangzhou), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016836702","display_name":"Shaohuai Shi","orcid":"https://orcid.org/0000-0002-1418-5160"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaohuai Shi","raw_affiliation_strings":["Harbin Institute of Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102803813","display_name":"Amelie Chi Zhou","orcid":"https://orcid.org/0000-0002-9773-9332"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Amelie Chi Zhou","raw_affiliation_strings":["Hong Kong Baptist University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Hong Kong Baptist University, Hong Kong","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100730785","display_name":"Xiaowen Chu","orcid":"https://orcid.org/0000-0001-9745-4372"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaowen Chu","raw_affiliation_strings":["The Hong Kong University of Science and Technology (Guangzhou), China"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology (Guangzhou), China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5110365287"],"corresponding_institution_ids":["https://openalex.org/I141568987"],"apc_list":null,"apc_paid":null,"fwci":1.0067,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80029492,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"866","last_page":"875"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9937000274658203,"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":0.984000027179718,"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":0.7756667137145996},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5867217183113098},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4288357198238373},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.41198527812957764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2655870318412781}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7756667137145996},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5867217183113098},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4288357198238373},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.41198527812957764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2655870318412781}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3673038.3673142","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3673038.3673142","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3673038.3673142","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 53rd International Conference on Parallel Processing","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2408.14736","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.14736","pdf_url":"https://arxiv.org/pdf/2408.14736","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-142184","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-142184","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Conference paper"}],"best_oa_location":{"id":"doi:10.1145/3673038.3673142","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3673038.3673142","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3673038.3673142","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 53rd International Conference on Parallel Processing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2191774043","display_name":null,"funder_award_id":"62272122","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4401409088.pdf"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2131613942","https://openalex.org/W2194775991","https://openalex.org/W2560647685","https://openalex.org/W2913565212","https://openalex.org/W2965862774","https://openalex.org/W2977090839","https://openalex.org/W3035668299","https://openalex.org/W3047304572","https://openalex.org/W3094326709","https://openalex.org/W3107997909","https://openalex.org/W3194794012","https://openalex.org/W4200234277","https://openalex.org/W4225796852","https://openalex.org/W4285762978","https://openalex.org/W4286825659","https://openalex.org/W4287332481","https://openalex.org/W4312768957","https://openalex.org/W4382318985","https://openalex.org/W4386071640","https://openalex.org/W4386528627","https://openalex.org/W4396723436"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Current":[0],"data":[1],"compression":[2,53,75,207],"methods,":[3],"such":[4,25],"as":[5,26,216],"sparsification":[6],"in":[7,113,183,198,229],"Federated":[8,17],"Averaging":[9],"(FedAvg),":[10],"effectively":[11],"enhance":[12],"the":[13,27,64,92,103,134,138,145,150,173,185,233],"communication":[14,60],"efficiency":[15,61],"of":[16,106,170,205,235],"Learning":[18],"(FL).":[19],"However,":[20],"these":[21,47],"methods":[22],"encounter":[23],"challenges":[24,228],"straggler":[28],"problem":[29],"and":[30,38,41,148,231],"diminished":[31,114],"model":[32,164],"performance":[33],"due":[34,118],"to":[35,78,82,96,119,132,189],"heterogeneous":[36,154],"bandwidth":[37],"non-IID":[39,68],"(Independently":[40],"Identically":[42],"Distributed)":[43],"data.":[44,69,99],"To":[45],"address":[46],"issues,":[48],"we":[49,101,127],"introduce":[50],"a":[51,87,129,167,179,192,217],"bandwidth-aware":[52],"framework":[54,211],"for":[55,220],"FL,":[56],"aimed":[57],"at":[58,86,137],"improving":[59,149],"while":[62],"mitigating":[63],"problems":[65],"associated":[66],"with":[67,166,191,201],"First,":[70],"our":[71,160,210],"strategy":[72],"dynamically":[73],"adjusts":[74],"ratios":[76],"according":[77],"bandwidth,":[79],"enabling":[80],"clients":[81],"upload":[83],"their":[84],"models":[85],"close":[88],"pace,":[89],"thus":[90],"exploiting":[91],"otherwise":[93],"wasted":[94],"time":[95],"transmit":[97],"more":[98,142],"Second,":[100],"identify":[102],"non-overlapped":[104],"pattern":[105],"retained":[107],"parameters":[108],"after":[109],"compression,":[110],"which":[111],"results":[112],"client":[115],"update":[116],"signals":[117],"uniformly":[120],"averaged":[121],"weights.":[122],"Based":[123],"on":[124],"this":[125],"finding,":[126],"propose":[128],"parameter":[130,139],"mask":[131],"adjust":[133],"client-averaging":[135],"coefficients":[136],"level,":[140],"thereby":[141],"closely":[143],"approximating":[144],"original":[146],"updates,":[147],"training":[151],"convergence":[152,200],"under":[153],"environments.":[155],"Our":[156],"evaluations":[157],"reveal":[158],"that":[159],"method":[161],"significantly":[162],"boosts":[163],"accuracy,":[165],"maximum":[168],"improvement":[169],"13%":[171],"over":[172],"uncompressed":[174],"FedAvg.":[175],"Moreover,":[176],"it":[177],"achieves":[178],"3.37":[180],"\u00d7":[181],"speedup":[182],"reaching":[184],"target":[186],"accuracy":[187],"compared":[188],"FedAvg":[190],"Top-K":[193],"compressor,":[194],"demonstrating":[195],"its":[196,214],"effectiveness":[197],"accelerating":[199],"compression.":[202],"The":[203],"integration":[204],"common":[206],"techniques":[208],"into":[209],"further":[212],"establishes":[213],"potential":[215],"versatile":[218],"foundation":[219],"future":[221],"cross-device,":[222],"communication-efficient":[223],"FL":[224,230],"research,":[225],"addressing":[226],"critical":[227],"advancing":[232],"field":[234],"distributed":[236],"machine":[237],"learning.":[238]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2024-08-09T00:00:00"}