{"id":"https://openalex.org/W4400236913","doi":"https://doi.org/10.1145/3663408.3663432","title":"UniFL: Enabling Loss-tolerant Transmission in Federated Learning","display_name":"UniFL: Enabling Loss-tolerant Transmission in Federated Learning","publication_year":2024,"publication_date":"2024-07-02","ids":{"openalex":"https://openalex.org/W4400236913","doi":"https://doi.org/10.1145/3663408.3663432"},"language":"en","primary_location":{"id":"doi:10.1145/3663408.3663432","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3663408.3663432","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3663408.3663432?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th Asia-Pacific Workshop on Networking","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3663408.3663432?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101458538","display_name":"Zixuan Chen","orcid":"https://orcid.org/0000-0002-0126-0387"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zixuan Chen","raw_affiliation_strings":["Fudan University, China"],"affiliations":[{"raw_affiliation_string":"Fudan University, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110937701","display_name":"Yifan Ruan","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Ruan","raw_affiliation_strings":["Fudan University, China"],"affiliations":[{"raw_affiliation_string":"Fudan University, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358497","display_name":"Sen Liu","orcid":"https://orcid.org/0000-0003-2230-7671"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sen Liu","raw_affiliation_strings":["Fudan University, China"],"affiliations":[{"raw_affiliation_string":"Fudan University, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014490044","display_name":"Yang Xu","orcid":"https://orcid.org/0000-0002-0958-8547"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Xu","raw_affiliation_strings":["Fudan University, China"],"affiliations":[{"raw_affiliation_string":"Fudan University, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101458538"],"corresponding_institution_ids":["https://openalex.org/I24943067"],"apc_list":null,"apc_paid":null,"fwci":1.0178,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79716914,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"163","last_page":"168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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":0.9988999962806702,"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":0.9980000257492065,"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":0.7541112899780273},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.5153993368148804},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4518801271915436},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4098646640777588},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38065800070762634},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.151995450258255}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7541112899780273},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5153993368148804},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4518801271915436},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4098646640777588},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38065800070762634},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.151995450258255}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3663408.3663432","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3663408.3663432","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3663408.3663432?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th Asia-Pacific Workshop on Networking","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3663408.3663432","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3663408.3663432","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3663408.3663432?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 8th Asia-Pacific Workshop on Networking","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6399999856948853}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1477544716","display_name":null,"funder_award_id":"Guangdong","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1577995037","display_name":null,"funder_award_id":"62172108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2070989044","display_name":null,"funder_award_id":"23ZR1404900","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"},{"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/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/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/G7106348707","display_name":null,"funder_award_id":"62172108","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"},{"id":"https://openalex.org/G7648992395","display_name":null,"funder_award_id":"23ZR1404900","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400236913.pdf","grobid_xml":"https://content.openalex.org/works/W4400236913.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2022844530","https://openalex.org/W2767079719","https://openalex.org/W2913570153","https://openalex.org/W2978015420","https://openalex.org/W3103802018","https://openalex.org/W3138562521","https://openalex.org/W3186410724","https://openalex.org/W4302802882","https://openalex.org/W4385367428","https://openalex.org/W4390874575","https://openalex.org/W6771536673"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4298221930","https://openalex.org/W2390279801","https://openalex.org/W2777914285","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W3013363440"],"abstract_inverted_index":{"As":[0],"Distributed":[1],"Deep":[2],"Learning":[3],"(DDL)":[4],"gains":[5],"prominence,":[6],"network":[7],"constraints":[8],"have":[9],"emerged":[10],"as":[11],"a":[12,99],"critical":[13],"bottleneck":[14],"impacting":[15],"DDL":[16,25],"performance.":[17],"While":[18],"state-of-the-art":[19,166],"loss-tolerant":[20],"(LT)":[21],"transmission":[22],"protocols":[23,41,62],"enhance":[24],"efficiency,":[26],"their":[27],"application":[28],"in":[29,46,70,138],"federated":[30],"learning":[31],"(FL)":[32],"environments":[33],"is":[34,67,117,127],"hindered":[35],"by":[36,94],"several":[37],"challenges:":[38],"(1)":[39],"LT":[40,51,61,82,167],"necessitate":[42],"client-side":[43],"modifications,":[44],"impractical":[45],"FL":[47,86,92,139,153],"settings;":[48],"(2)":[49],"maintaining":[50],"protocol":[52,83],"transparency":[53],"to":[54,147,164,171],"senders":[55],"compromises":[56],"congestion":[57,96,157],"control":[58,97,158],"integrity;":[59],"(3)":[60],"disrupt":[63],"stream":[64],"cipher,":[65],"which":[66],"widely":[68,155],"utilized":[69],"FL.":[71],"To":[72],"address":[73],"these":[74],"hurdles,":[75],"this":[76],"paper":[77],"introduces":[78],"UniFL,":[79],"an":[80,105],"innovative":[81],"tailored":[84],"for":[85,122],"applications.":[87],"UniFL":[88,116,143],"seamlessly":[89],"integrates":[90],"with":[91,154],"architectures":[93],"preserving":[95],"via":[98],"specialized":[100],"speed":[101],"limiter":[102],"and":[103,132,160],"adopting":[104],"advanced":[106],"encryption":[107],"technique":[108],"that":[109],"withstands":[110],"packet":[111],"loss,":[112],"ensuring":[113],"data":[114],"integrity.":[115],"implemented":[118],"within":[119],"the":[120,151,165,172],"NS3":[121],"simulation":[123],"evaluation.":[124],"UniFL\u2019s":[125],"efficacy":[126],"evaluated":[128],"across":[129],"diverse":[130],"models":[131],"datasets,":[133],"demonstrating":[134],"substantial":[135],"performance":[136],"enhancements":[137],"operations.":[140],"In":[141],"detail,":[142],"can":[144],"bring":[145],"up":[146],"40x":[148],"speedup":[149],"than":[150],"original":[152],"used":[156],"algorithms":[159],"achieves":[161],"throughput":[162],"close":[163],"while":[168],"being":[169],"transparent":[170],"workers.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
