{"id":"https://openalex.org/W4412802867","doi":"https://doi.org/10.1109/tpds.2025.3593896","title":"FedEFsz: Fair Cross-Silo Federated Learning System With Error-Bounded Lossy Compression","display_name":"FedEFsz: Fair Cross-Silo Federated Learning System With Error-Bounded Lossy Compression","publication_year":2025,"publication_date":"2025-07-31","ids":{"openalex":"https://openalex.org/W4412802867","doi":"https://doi.org/10.1109/tpds.2025.3593896"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2025.3593896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2025.3593896","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Zhaorui Zhang","orcid":"https://orcid.org/0000-0001-7717-4306"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Zhaorui Zhang","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Hung Hom, Hong Kong","Department of Computing, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sheng Di","orcid":"https://orcid.org/0000-0002-7339-5256"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sheng Di","raw_affiliation_strings":["Argonne National Laboratory, Lemont, IL, USA","Argonne National Laboratory, USA"],"affiliations":[{"raw_affiliation_string":"Argonne National Laboratory, Lemont, IL, USA","institution_ids":["https://openalex.org/I1282105669"]},{"raw_affiliation_string":"Argonne National Laboratory, USA","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081645974","display_name":"Benben Liu","orcid":"https://orcid.org/0009-0009-8300-9740"},"institutions":[{"id":"https://openalex.org/I4210131801","display_name":"Hong Kong R&D Centre for Logistics and Supply Chain Management Enabling Technologies","ror":"https://ror.org/03nm59d75","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210131801"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Benben Liu","raw_affiliation_strings":["LSCM R&#x0026;D Center, University of Hong Kong, Pokfulam, Hong Kong","LSCM R&amp;D Center, The University of Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"LSCM R&#x0026;D Center, University of Hong Kong, Pokfulam, Hong Kong","institution_ids":["https://openalex.org/I889458895"]},{"raw_affiliation_string":"LSCM R&amp;D Center, The University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I889458895","https://openalex.org/I4210131801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030309370","display_name":"Zhuoran Ji","orcid":"https://orcid.org/0000-0001-9767-2767"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuoran Ji","raw_affiliation_strings":["School of Cyber Science and Technology, Shandong University, Qingdao, China","Shandong University, China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Shandong University, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025726299","display_name":"Guanpeng Li","orcid":"https://orcid.org/0000-0001-7773-7826"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guanpeng Li","raw_affiliation_strings":["University of Iowa, Iowa City, IA, USA","University of Iowa, USA"],"affiliations":[{"raw_affiliation_string":"University of Iowa, Iowa City, IA, USA","institution_ids":["https://openalex.org/I126307644"]},{"raw_affiliation_string":"University of Iowa, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067748041","display_name":"Xiaoyi Lu","orcid":"https://orcid.org/0000-0001-7581-8905"},"institutions":[{"id":"https://openalex.org/I156087764","display_name":"University of California, Merced","ror":"https://ror.org/00d9ah105","country_code":"US","type":"education","lineage":["https://openalex.org/I156087764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoyi Lu","raw_affiliation_strings":["University of California, Merced, CA, USA","University of California, Merced, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Merced, CA, USA","institution_ids":["https://openalex.org/I156087764"]},{"raw_affiliation_string":"University of California, Merced, USA","institution_ids":["https://openalex.org/I156087764"]}]},{"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, Kowloon Tong, Hong Kong","Hong Kong Baptist University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Hong Kong Baptist University, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"Hong Kong Baptist University, Hong Kong","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092794004","display_name":"Khalid Ayed Alharthi","orcid":"https://orcid.org/0000-0002-4686-7414"},"institutions":[{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Khalid Ayed Alharthi","raw_affiliation_strings":["Department of Computer Science, College of Computing And Information Technology, University of Bisha, Bisha, Saudi Arabia","Department of Computer Science, College Of Computing And Information Technology, University of Bisha, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of Computing And Information Technology, University of Bisha, Bisha, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]},{"raw_affiliation_string":"Department of Computer Science, College Of Computing And Information Technology, University of Bisha, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100740023","display_name":"Jiannong Cao","orcid":"https://orcid.org/0000-0002-2725-2529"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jiannong Cao","raw_affiliation_strings":["Department of Computing, Hong Kong Polytechnic University, Hung Hom, Hong Kong","Department of Computing, The Hong Kong Polytechnic University, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computing, Hong Kong Polytechnic University, Hung Hom, Hong Kong","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I14243506"],"apc_list":null,"apc_paid":null,"fwci":9.3726,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97625686,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"36","issue":"12","first_page":"2482","last_page":"2496"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9986000061035156,"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":0.9986000061035156,"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":0.9947999715805054,"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":0.9822999835014343,"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/lossy-compression","display_name":"Lossy compression","score":0.8295879364013672},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8178701400756836},{"id":"https://openalex.org/keywords/bounded-function","display_name":"Bounded function","score":0.6126324534416199},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.5492324233055115},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.5039705634117126},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2699715197086334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22999832034111023}],"concepts":[{"id":"https://openalex.org/C165021410","wikidata":"https://www.wikidata.org/wiki/Q55564","display_name":"Lossy compression","level":2,"score":0.8295879364013672},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8178701400756836},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.6126324534416199},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.5492324233055115},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.5039705634117126},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2699715197086334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22999832034111023},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"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/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2025.3593896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2025.3593896","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8414120076","display_name":null,"funder_award_id":"62302420","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"},{"id":"https://openalex.org/F4320337506","display_name":"Advanced Scientific Computing Research","ror":"https://ror.org/0012c7r22"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1496462336","https://openalex.org/W2022658177","https://openalex.org/W2100960835","https://openalex.org/W2194775991","https://openalex.org/W2606891064","https://openalex.org/W2982475424","https://openalex.org/W2985407551","https://openalex.org/W3177554119","https://openalex.org/W3177828909","https://openalex.org/W3182158470","https://openalex.org/W3205035978","https://openalex.org/W3205120144","https://openalex.org/W4210503530","https://openalex.org/W4214711850","https://openalex.org/W4226076355","https://openalex.org/W4281384181","https://openalex.org/W4327694855","https://openalex.org/W4387544162","https://openalex.org/W4399601497","https://openalex.org/W4400409906","https://openalex.org/W4404781224","https://openalex.org/W4409882952","https://openalex.org/W4410040007","https://openalex.org/W4410536772"],"related_works":["https://openalex.org/W2547124190","https://openalex.org/W2385628723","https://openalex.org/W2888954728","https://openalex.org/W2552401318","https://openalex.org/W108076602","https://openalex.org/W3180760233","https://openalex.org/W4384342390","https://openalex.org/W3035703949","https://openalex.org/W4247601675","https://openalex.org/W1033938421"],"abstract_inverted_index":{"Cross-Silo":[0],"federated":[1,42,98],"learning":[2,43,99],"systems":[3,44,100],"have":[4],"been":[5],"identified":[6],"as":[7],"an":[8],"efficient":[9],"approach":[10],"to":[11,19,37,101,172,185],"scaling":[12],"DNN":[13],"training":[14,25,70],"across":[15,125,167],"geographically-distributed":[16],"data":[17],"silos":[18],"preserve":[20],"the":[21,24,85,90,107,110,137,145,165,180],"privacy":[22],"of":[23,52,139],"data.":[26],"Communication":[27],"efficiency":[28],"and":[29,63,123,177],"fairness":[30,64,117,166],"are":[31,45],"two":[32],"major":[33],"issues":[34],"that":[35,134,160],"need":[36],"be":[38],"both":[39,51],"satisfied":[40],"when":[41],"deployed":[46],"in":[47],"practice.":[48],"Simultaneously":[49],"guaranteeing":[50],"them,":[53],"however,":[54],"is":[55],"exceptionally":[56],"difficult":[57],"because":[58],"simply":[59],"combining":[60],"communication":[61,104,181],"reduction":[62],"optimization":[65],"approaches":[66],"often":[67],"causes":[68],"non-converged":[69],"or":[71],"drastic":[72],"accuracy":[73,122],"degradation.":[74],"To":[75],"bridge":[76],"this":[77],"gap,":[78],"we":[79],"propose":[80],"<italic":[81,161],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[82,162,174,187],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FedEFsz</i>.":[83],"On":[84,109],"one":[86],"hand,":[87,112],"it":[88,113],"integrates":[89],"state-of-the-art":[91],"error-bounded":[92],"lossy":[93],"compressor":[94],"SZ3":[95,140],"into":[96],"cross-silo":[97],"significantly":[102],"reduce":[103],"traffic":[105,182],"during":[106,144],"training.":[108,146],"other":[111],"achieves":[114],"a":[115,129,152],"high":[116],"(i.e.,":[118],"rather":[119],"consistent":[120],"model":[121],"performance":[124],"different":[126,142,168],"clients)":[127],"through":[128],"carefully":[130],"designed":[131],"heuristic":[132],"algorithm":[133],"can":[135],"tune":[136],"error-bound":[138],"for":[141],"clients":[143],"Extensive":[147],"experimental":[148],"results":[149],"based":[150],"on":[151],"GPU":[153,157],"cluster":[154],"with":[155],"65":[156],"cards":[158],"show":[159],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">FedEFsz</i>":[163],"improves":[164],"benchmarks":[169],"by":[170,183],"up":[171,184],"<inline-formula":[173,186],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[175,188],"notation=\"LaTeX\">$60.88\\%$</tex-math></inline-formula>":[176],"meanwhile":[178],"reduces":[179],"notation=\"LaTeX\">$315\\times$</tex-math></inline-formula>.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
