{"id":"https://openalex.org/W4404501825","doi":"https://doi.org/10.1145/3691555.3696832","title":"Resource-efficient Federated Learning for Large-scale Model Training","display_name":"Resource-efficient Federated Learning for Large-scale Model Training","publication_year":2024,"publication_date":"2024-11-18","ids":{"openalex":"https://openalex.org/W4404501825","doi":"https://doi.org/10.1145/3691555.3696832"},"language":"en","primary_location":{"id":"doi:10.1145/3691555.3696832","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3691555.3696832","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3691555.3696832","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Workshop on Mobility in the Evolving Internet Architecture","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3691555.3696832","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090416824","display_name":"Zilin Song","orcid":null},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zilin Song","raw_affiliation_strings":["University of Goettingen, Goettingen, Germany"],"raw_orcid":"https://orcid.org/0009-0005-3597-9516","affiliations":[{"raw_affiliation_string":"University of Goettingen, Goettingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018105688","display_name":"Zhengze Li","orcid":"https://orcid.org/0000-0002-6188-8301"},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zhengze Li","raw_affiliation_strings":["University of Goettingen, Goettingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6188-8301","affiliations":[{"raw_affiliation_string":"University of Goettingen, Goettingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060022417","display_name":"Tingting Yuan","orcid":"https://orcid.org/0000-0002-9238-064X"},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tingting Yuan","raw_affiliation_strings":["University of Goettingen, Goettingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9238-064X","affiliations":[{"raw_affiliation_string":"University of Goettingen, Goettingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018318168","display_name":"Xiaoming Fu","orcid":"https://orcid.org/0000-0002-8012-4753"},"institutions":[{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Xiaoming Fu","raw_affiliation_strings":["University of Goettingen, Goettingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8012-4753","affiliations":[{"raw_affiliation_string":"University of Goettingen, Goettingen, Germany","institution_ids":["https://openalex.org/I74656192"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I74656192"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"43","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9994999766349792,"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":0.9994999766349792,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9886999726295471,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7978368997573853},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.5660703182220459},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5398769378662109},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5068686604499817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42812809348106384},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35951608419418335},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34046870470046997},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.32987117767333984},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1178193986415863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7978368997573853},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.5660703182220459},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5398769378662109},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5068686604499817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42812809348106384},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35951608419418335},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34046870470046997},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.32987117767333984},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1178193986415863},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3691555.3696832","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3691555.3696832","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3691555.3696832","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Workshop on Mobility in the Evolving Internet Architecture","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.goettingen-research-online.de:2/161761","is_oa":true,"landing_page_url":"https://resolver.sub.uni-goettingen.de/purl?gro-2/154592","pdf_url":null,"source":{"id":"https://openalex.org/S4306401634","display_name":"GoeScholar  The Publication Server of the Georg-August-Universit\u00e4t G\u00f6ttingen (Georg-August-Universit\u00e4t G\u00f6ttingen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210122495","host_organization_name":"Asklepios Klinik St. Georg","host_organization_lineage":["https://openalex.org/I4210122495"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3691555.3696832","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3691555.3696832","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3691555.3696832","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Workshop on Mobility in the Evolving Internet Architecture","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4699999988079071,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404501825.pdf","grobid_xml":"https://content.openalex.org/works/W4404501825.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W1961623891","https://openalex.org/W2112796928","https://openalex.org/W2159094788","https://openalex.org/W2541884796","https://openalex.org/W2723293840","https://openalex.org/W2795807997","https://openalex.org/W2900182564","https://openalex.org/W3088731039"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2997094352","https://openalex.org/W3216976533","https://openalex.org/W100620283","https://openalex.org/W2495260952","https://openalex.org/W4366179611","https://openalex.org/W2996078371"],"abstract_inverted_index":{"Federated":[0,29,93],"Learning":[1,31,95],"(FL)":[2],"effectively":[3,59],"strengthens":[4],"the":[5,49,115],"protection":[6],"of":[7,48],"user":[8],"privacy":[9,75,135],"data,":[10],"but":[11],"it":[12,78],"is":[13,33],"not":[14],"suitable":[15],"for":[16,102],"large-scale":[17],"model":[18],"learning":[19],"due":[20],"to":[21,38,112],"prohibitive":[22],"communication,":[23],"storage,":[24],"and":[25,74,108,124,133],"training":[26,72,106,130],"costs.":[27],"Secure":[28,92],"Submodel":[30,94],"(SFSL)":[32],"an":[34],"innovative":[35],"framework":[36],"proposed":[37],"enhance":[39],"FL":[40],"by":[41],"having":[42],"users":[43],"train":[44],"only":[45],"a":[46,54,99],"portion":[47],"complete":[50],"model,":[51],"known":[52],"as":[53,69,77],"submodel.":[55],"This":[56],"approach":[57],"can":[58],"reduce":[60],"download":[61],"overhead.":[62],"However,":[63],"SFSL":[64,127],"introduces":[65],"new":[66],"challenges,":[67,88],"such":[68],"extremely":[70],"high":[71],"time":[73,107,131],"leakage,":[76],"relies":[79],"on":[80,120],"information":[81],"about":[82],"submodel":[83],"selection.":[84],"To":[85],"solve":[86],"these":[87],"we":[89],"propose":[90],"Parallel":[91],"(P-SFSL).":[96],"P-SFSL":[97,119,125],"adopts":[98],"parallel":[100],"structure":[101],"training,":[103],"significantly":[104],"reducing":[105,132],"enabling":[109],"lightweight":[110],"devices":[111],"participate":[113],"in":[114],"process.":[116],"We":[117],"evaluate":[118],"Alibaba's":[121],"recommendation":[122],"system,":[123],"outperforms":[126],"with":[128],"80%":[129],"better":[134],"protection.":[136]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}