{"id":"https://openalex.org/W4385567870","doi":"https://doi.org/10.1145/3580305.3599829","title":"FS-REAL: Towards Real-World Cross-Device Federated Learning","display_name":"FS-REAL: Towards Real-World Cross-Device Federated Learning","publication_year":2023,"publication_date":"2023-08-04","ids":{"openalex":"https://openalex.org/W4385567870","doi":"https://doi.org/10.1145/3580305.3599829"},"language":"en","primary_location":{"id":"doi:10.1145/3580305.3599829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3580305.3599829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","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/A5090695897","display_name":"Daoyuan Chen","orcid":"https://orcid.org/0000-0002-8015-2121"},"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":true,"raw_author_name":"Daoyuan Chen","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103243413","display_name":"Dawei Gao","orcid":"https://orcid.org/0009-0007-3882-5189"},"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":"Dawei Gao","raw_affiliation_strings":["Alibaba Group, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Beijing, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064794276","display_name":"Yuexiang Xie","orcid":"https://orcid.org/0009-0005-6545-7882"},"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":"Yuexiang Xie","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045364186","display_name":"Xuchen Pan","orcid":"https://orcid.org/0009-0002-0081-5405"},"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":"Xuchen Pan","raw_affiliation_strings":["Alibaba Group, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Beijing, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007262312","display_name":"Zitao Li","orcid":"https://orcid.org/0000-0001-5461-6693"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zitao Li","raw_affiliation_strings":["Alibaba Group, Seattle, USA"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Seattle, USA","institution_ids":["https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046576694","display_name":"Yaliang Li","orcid":"https://orcid.org/0000-0002-4204-6096"},"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":"Yaliang Li","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040297543","display_name":"Bolin Ding","orcid":"https://orcid.org/0000-0003-1535-9692"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bolin Ding","raw_affiliation_strings":["Alibaba Group, Seattle, USA"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Seattle, USA","institution_ids":["https://openalex.org/I4210095624"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057864403","display_name":"Jingren Zhou","orcid":"https://orcid.org/0000-0002-4220-2634"},"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":"Jingren Zhou","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5090695897"],"corresponding_institution_ids":["https://openalex.org/I45928872"],"apc_list":null,"apc_paid":null,"fwci":5.012,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.96259665,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3829","last_page":"3841"},"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":0.9883999824523926,"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":0.7848763465881348},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6864066123962402},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.6782297492027283},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.555426299571991},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.5131505131721497},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.493809312582016},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4863298535346985},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.4682738780975342},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.46731680631637573},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.4146754741668701},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3215794563293457},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.2645946741104126},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2244679033756256},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1849784553050995},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.16602247953414917},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09898790717124939}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7848763465881348},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6864066123962402},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.6782297492027283},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.555426299571991},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.5131505131721497},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.493809312582016},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4863298535346985},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4682738780975342},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.46731680631637573},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.4146754741668701},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3215794563293457},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2645946741104126},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2244679033756256},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1849784553050995},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.16602247953414917},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09898790717124939},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3580305.3599829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3580305.3599829","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1834627138","https://openalex.org/W2560674852","https://openalex.org/W2734358244","https://openalex.org/W2931743911","https://openalex.org/W2974175488","https://openalex.org/W2995022099","https://openalex.org/W3001989995","https://openalex.org/W3014517104","https://openalex.org/W3015636663","https://openalex.org/W3021654819","https://openalex.org/W3086809868","https://openalex.org/W3091870957","https://openalex.org/W3111009493","https://openalex.org/W3133814152","https://openalex.org/W3136022984","https://openalex.org/W3154608090","https://openalex.org/W3155912831","https://openalex.org/W3159080474","https://openalex.org/W3182125009","https://openalex.org/W3184606595","https://openalex.org/W3196371845","https://openalex.org/W3209696639","https://openalex.org/W4210968720","https://openalex.org/W4281988564","https://openalex.org/W4283032505","https://openalex.org/W4290945652","https://openalex.org/W4323343894","https://openalex.org/W4385567869","https://openalex.org/W6796822484"],"related_works":["https://openalex.org/W107105315","https://openalex.org/W4388155270","https://openalex.org/W1584537303","https://openalex.org/W1872724644","https://openalex.org/W2750549761","https://openalex.org/W2148952300","https://openalex.org/W4297819361","https://openalex.org/W1491017262","https://openalex.org/W1494824878","https://openalex.org/W4294338060"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"aims":[3],"to":[4,80,91,222,224],"train":[5],"high-quality":[6],"models":[7],"in":[8,23,73,106,133],"collaboration":[9],"with":[10,59,65,87,191],"distributed":[11],"clients":[12],"while":[13],"not":[14],"uploading":[15],"their":[16],"local":[17],"data,":[18],"which":[19,62],"attracts":[20],"increasing":[21],"attention":[22],"both":[24],"academia":[25],"and":[26,40,51,68,83,94,117,123,140,156,161,164,176,183,196,204,207,211,233,239],"industry.":[27],"However,":[28],"there":[29],"is":[30,78,220],"still":[31],"a":[32],"considerable":[33],"gap":[34],"between":[35],"the":[36,46,66,113,121,131,181,198,201,226],"flourishing":[37],"FL":[38,107,114,126,159,168,216,231],"research":[39,82,108,232],"real-world":[41,74,145,215,230],"scenarios,":[42],"mainly":[43],"caused":[44],"by":[45],"characteristics":[47],"of":[48,70,125,185,200],"heterogeneous":[49,71,88,151,202],"devices":[50,72,89,238],"its":[52],"scales.":[53,240],"Most":[54],"existing":[55],"works":[56],"conduct":[57,81,188],"evaluations":[58],"homogeneous":[60],"devices,":[61],"are":[63,102],"mismatched":[64],"diversity":[67],"variability":[69],"scenarios.":[75,217],"Moreover,":[76],"it":[77],"challenging":[79],"development":[84],"at":[85],"scale":[86],"due":[90],"limited":[92],"resources":[93],"complex":[95],"software":[96],"stacks.":[97],"These":[98],"two":[99],"key":[100],"factors":[101],"important":[103],"yet":[104],"underexplored":[105],"as":[109,172],"they":[110],"directly":[111],"impact":[112],"training":[115],"dynamics":[116],"final":[118],"performance,":[119],"making":[120],"effectiveness":[122],"usability":[124,182],"algorithms":[127],"unclear.":[128],"To":[129,179],"bridge":[130],"gap,":[132],"this":[134],"paper,":[135],"we":[136,187],"propose":[137],"an":[138],"efficient":[139],"scalable":[141],"prototyping":[142],"system":[143,219],"for":[144,166,228],"cross-device":[146],"FL,":[147],"FS-REAL.":[148],"It":[149],"supports":[150],"device":[152,193,203],"runtime,":[153],"contains":[154],"parallelism":[155],"robustness":[157],"enhanced":[158],"server,":[160],"provides":[162],"implementations":[163],"extensibility":[165],"advanced":[167],"utility":[169],"features":[170],"such":[171],"personalization,":[173],"communication":[174],"compression":[175],"asynchronous":[177],"aggregation.":[178],"demonstrate":[180],"efficiency":[184],"FS-REAL,":[186],"extensive":[189],"experiments":[190],"various":[192,205],"distributions,":[194],"quantify":[195],"analyze":[197],"effect":[199],"scales,":[206],"further":[208,229],"provide":[209],"insights":[210],"open":[212],"discussions":[213],"about":[214],"Our":[218],"released":[221],"help":[223],"pave":[225],"way":[227],"broad":[234],"applications":[235],"involving":[236],"diverse":[237]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
