{"id":"https://openalex.org/W3088731039","doi":"https://doi.org/10.1145/3372224.3419188","title":"Billion-scale federated learning on mobile clients","display_name":"Billion-scale federated learning on mobile clients","publication_year":2020,"publication_date":"2020-09-18","ids":{"openalex":"https://openalex.org/W3088731039","doi":"https://doi.org/10.1145/3372224.3419188","mag":"3088731039"},"language":"en","primary_location":{"id":"doi:10.1145/3372224.3419188","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3372224.3419188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th Annual International Conference on Mobile Computing and Networking","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":"https://openalex.org/A5103086027","display_name":"Chaoyue Niu","orcid":"https://orcid.org/0000-0002-1650-4233"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chaoyue Niu","raw_affiliation_strings":["Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059190563","display_name":"Fan Wu","orcid":"https://orcid.org/0000-0003-0965-9058"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Wu","raw_affiliation_strings":["Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050393292","display_name":"Shaojie Tang","orcid":"https://orcid.org/0000-0001-9261-5210"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shaojie Tang","raw_affiliation_strings":["University of Texas at Dallas"],"affiliations":[{"raw_affiliation_string":"University of Texas at Dallas","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049920123","display_name":"Lifeng Hua","orcid":null},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifeng Hua","raw_affiliation_strings":["Alibaba Group, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076262596","display_name":"Rongfei Jia","orcid":"https://orcid.org/0009-0009-8676-6894"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongfei Jia","raw_affiliation_strings":["Alibaba Group, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020976131","display_name":"Chengfei Lv","orcid":"https://orcid.org/0009-0000-4918-7425"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengfei Lv","raw_affiliation_strings":["Alibaba Group, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102019610","display_name":"Zhihua Wu","orcid":"https://orcid.org/0009-0008-6763-2682"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihua Wu","raw_affiliation_strings":["Alibaba Group, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100428808","display_name":"Guihai Chen","orcid":"https://orcid.org/0000-0002-6934-1685"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guihai Chen","raw_affiliation_strings":["Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5103086027"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":8.0827,"has_fulltext":false,"cited_by_count":112,"citation_normalized_percentile":{"value":0.98001155,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"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":0.9943000078201294,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8579849004745483},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.7489855289459229},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6960499286651611},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.6360398530960083},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6093559265136719},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5635332465171814},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.472420334815979},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.46203258633613586},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.42168834805488586},{"id":"https://openalex.org/keywords/download","display_name":"Download","score":0.4215208888053894},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3699979782104492},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31100428104400635},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.26377809047698975},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2578662037849426},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.21094563603401184},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18531975150108337},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09858590364456177}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8579849004745483},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.7489855289459229},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6960499286651611},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.6360398530960083},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6093559265136719},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5635332465171814},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.472420334815979},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.46203258633613586},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.42168834805488586},{"id":"https://openalex.org/C2780154274","wikidata":"https://www.wikidata.org/wiki/Q7126717","display_name":"Download","level":2,"score":0.4215208888053894},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3699979782104492},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31100428104400635},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.26377809047698975},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2578662037849426},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.21094563603401184},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18531975150108337},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09858590364456177},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3372224.3419188","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3372224.3419188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th Annual International Conference on Mobile Computing and Networking","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W36903255","https://openalex.org/W1473189865","https://openalex.org/W1493307014","https://openalex.org/W1798609567","https://openalex.org/W1981029888","https://openalex.org/W1993284846","https://openalex.org/W2013823004","https://openalex.org/W2027595342","https://openalex.org/W2081580037","https://openalex.org/W2094254211","https://openalex.org/W2097272254","https://openalex.org/W2123845384","https://openalex.org/W2126609747","https://openalex.org/W2132172731","https://openalex.org/W2143824669","https://openalex.org/W2473418344","https://openalex.org/W2547352193","https://openalex.org/W2617299507","https://openalex.org/W2723293840","https://openalex.org/W2767079719","https://openalex.org/W2783666221","https://openalex.org/W2784621220","https://openalex.org/W2794674331","https://openalex.org/W2804268522","https://openalex.org/W2810065831","https://openalex.org/W2883089683","https://openalex.org/W2886749279","https://openalex.org/W2889629344","https://openalex.org/W2889812870","https://openalex.org/W2900120080","https://openalex.org/W2912213068","https://openalex.org/W2924921501","https://openalex.org/W2930926105","https://openalex.org/W2948055046","https://openalex.org/W2949231165","https://openalex.org/W2952087428","https://openalex.org/W2962745591","https://openalex.org/W2963189173","https://openalex.org/W2963456518","https://openalex.org/W2963559079","https://openalex.org/W2963601856","https://openalex.org/W2964225135","https://openalex.org/W2971163528","https://openalex.org/W2979332426","https://openalex.org/W2987738051","https://openalex.org/W2987999026","https://openalex.org/W2991526022","https://openalex.org/W2994850640","https://openalex.org/W3021654819","https://openalex.org/W3102407811","https://openalex.org/W3103802018","https://openalex.org/W3106181667","https://openalex.org/W6657138077"],"related_works":["https://openalex.org/W3038283795","https://openalex.org/W2604501336","https://openalex.org/W2734500670","https://openalex.org/W2558166297","https://openalex.org/W2315671126","https://openalex.org/W798507144","https://openalex.org/W2964481303","https://openalex.org/W2944823289","https://openalex.org/W1751413323","https://openalex.org/W2571704763"],"abstract_inverted_index":{"Federated":[0],"learning":[1,12,46,122,215],"was":[2],"proposed":[3,54,203],"with":[4,125,152,178],"an":[5],"intriguing":[6],"vision":[7],"of":[8,65,80,94,108,140,158,165,201],"achieving":[9],"collaborative":[10],"machine":[11],"among":[13],"numerous":[14],"clients":[15,59],"without":[16],"uploading":[17],"their":[18],"private":[19,89,127,171],"data":[20],"to":[21,32,87,98],"a":[22,55,81,118,126,132,183],"cloud":[23,100],"server.":[24],"However,":[25],"the":[26,34,62,66,74,78,92,95,99,106,138,163,176,197,202,212],"conventional":[27,213],"framework":[28],"requires":[29],"each":[30,150],"client":[31,151],"leverage":[33],"full":[35,67],"model":[36,218],"for":[37,44],"learning,":[38],"which":[39],"can":[40],"be":[41],"prohibitively":[42],"inefficient":[43],"large-scale":[45],"tasks":[47],"and":[48,71,114,145,148,186,199,220,225],"resource-constrained":[49],"mobile":[50],"devices.":[51],"Thus,":[52],"we":[53,116],"submodel":[56,75,85,121],"framework,":[57,216],"where":[58],"download":[60],"only":[61],"needed":[63],"parts":[64],"model,":[68],"namely,":[69],"submodels,":[70],"then":[72],"upload":[73],"updates.":[76],"Nevertheless,":[77],"\"position\"":[79],"client's":[82],"truly":[83],"required":[84],"corresponds":[86],"its":[88,166,208],"data,":[90],"while":[91],"disclosure":[93],"true":[96],"position":[97,164],"server":[101],"during":[102],"interactions":[103],"inevitably":[104],"breaks":[105],"tenet":[107],"federated":[109,120,214],"learning.":[110],"To":[111],"integrate":[112],"efficiency":[113],"privacy,":[115],"designed":[117],"secure":[119,135,143],"scheme":[123,136,177,204],"coupled":[124],"set":[128],"union":[129],"protocol":[130],"as":[131,205,207],"cornerstone.":[133],"The":[134],"features":[137],"properties":[139],"randomized":[141],"response,":[142],"aggregation,":[144],"Bloom":[146],"filter,":[147],"endows":[149],"customized":[153],"plausible":[154],"deniability":[155],"(in":[156],"terms":[157],"local":[159],"differential":[160],"privacy)":[161],"against":[162],"desired":[167],"submodel,":[168],"thereby":[169],"protecting":[170],"data.":[172,193],"We":[173],"further":[174],"instantiated":[175],"Alibaba's":[179],"e-commerce":[180],"recommendation,":[181],"implemented":[182],"prototype":[184],"system,":[185],"extensively":[187],"evaluated":[188],"over":[189,211],"30-day":[190],"Taobao":[191],"user":[192],"Empirical":[194],"results":[195],"demonstrate":[196],"feasibility":[198],"scalability":[200],"well":[206],"remarkable":[209],"advantages":[210],"from":[217],"accuracy":[219],"convergency,":[221],"practical":[222],"communication,":[223],"computation,":[224],"storage":[226],"overhead.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}