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Link to original content: https://unpaywall.org/10.1145/3442381.3449851
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heterogeneity; measurement study 1.5 application/pdf Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data - Human-centered computing -> Ubiquitous and mobile computing.- Computing methodologies -> Artificial intelligence.- Security and privacy -> Privacy protections. - Human-centered computing -> Ubiquitous and mobile computing.- Computing methodologies -> Artificial intelligence.- Security and privacy -> Privacy protections. Association for Computing Machinery 2021-03-15T01:13:53Z Text Chengxu Yang Qipeng Wang Mengwei Xu Zhenpeng Chen Kaigui Bian Yunxin Liu Xuanzhe Liu Federated learning; heterogeneity; measurement study main.tex en info:doi/10.1145/3442381.3449851 2021-03-15T01:13:53Z 2021-03-15T01:13:53Z 2021-03-15T01:13:53Z LaTeX with acmart 2020/11/15 v1.75 Typesetting articles for the Association for Computing Machinery and hyperref 2020-05-15 v7.00e Hypertext links for LaTeX uuid:46c41d7f-2b6c-4e4c-862b-1d7f75fdc418 uuid:005418d1-39bb-4675-b2b6-c905f2b18888 1 default Beijing, China yangchengxu@pku.edu.cn three Proceedings of the Web Conference 2021 (WWW '21), April 19â•fi23, 2021, Ljubljana, Slovenia book 1 1 978-1-4503-8312-7 10.1145/3442381.3449851 endstream endobj 838 0 obj << /Filter /FlateDecode /Length 6459 >> stream xڵ\[s۸~?RŐx˛'xcL&RDKSF$q~v=[@_$X&'׷'49ēapr:c3fzB-p~2™6y<+~^,+VtzlwX'+S%լ&y/<܌l2HkH=0/0%tv)?{Os~`zÃe'~ˍ-s37{x-z^|V.OOL'X?yf5Ś-[vW epo@^,&v6u]ˬ+zn/jWٖU "e@v"VRLfOv{SaǞi <_qk }|W?u7_~),bqx3S1S1-)]^hve^Zvw}'ь-ql7 .T]uFv.,R:LEW-Mz_6eU }]1y:MqhtӥEҾ:Y4/Y *ziR.cVUwtή 2eQ*vp^~mAl }A %zu iS`r#_}/ɬ9 ѽi:m"pj: }ឫƒUmN>; , 1Q0Rs|ڀtL)G Ƨ-iQѫfrm @]HFhy?Ly-r"7!W TL!KjlzbEw! 9ܺp&,i4M/{Sm M&ϛ:<H$#[/tnwv~ц[o5yec<#e+XjD^ m8h;`Qh &2!ROհ&jtQ< ;E-.$T<#J  cڻ@9 ,BOSB/ȼqľ&胁JœM|8NꞻZR iJVv8)oaف盬X/i8cZ+4.ϟ"lHxӇ dHڞ/X=+/@k)-1Qh=V"3{u`iw2(Jg1@h#SleiZVi C'Ӣ"bT`=^"bP%x4;/ی"!aSbJ% B~Y2Ȫ)ˆzw恘Vvvo47δnaBD 9P.ep dm V?괪8߽DF(Z'2WYhє^tzA =bUgzJh2Dh˵P IW+@u㏚Y+N4^qbhF}Et_gm6l+ގz^ďAqщ bŔ:@` (XqC[YtLZ$A}/:ñT@ACqpr:qq Ĵp ]d$HFmp'JĞAT$#Y)x2?4KT>,V,絞@WF櫭(eƷ [Ml_}T AmlRv 9= <1{CT4Z:DW놑s@H+6`Ҳs} 淦puF*_z*wu'\Y')^ԗU$/<&^#6ѡ\^F,zO%d;T)]M}wϑ |#M*j*re<rq8 g"QN{ FLb/ ֳw'ti7t[CjՕGCMXbz"eSdok*~{?` 8 A'䅌\@"p~]R0ų76Ww429 `Oh6T.J4 &%9vp`R-0f6)In_`HESǓIInoD</Ћ$5P3\evwAXd)}i99qDk䥫`Ϋęu:oS$mTgyvZ3'dk<$bJV;%*a:g-* yfs5XlL2immyiYb Z@6ah(95Cf1ݟIXHsþMwh>eW/q#w4Ŵ1@3%b8`X2#iffnڔJ;h5jHՃEJܼX4vA? u Ru,pԚ*ufE:er\u٫?Ĺ艃P(_3HĠHA0dkT - 7We&w>3 *F3ߐo6x#O 6yU f3.,$]jS9`>]|?tmVyf^~.8==b!2S5lyOGJ@#Lrj<4{qzƚG'-+S(-ԋ}+l4oAytkM3Cz7)zot<w/}cW2i܌g>)6oK""?m>ʏqZ ?N-@}UUwtgGq?܂svZwqyf*q8ݻaq 1\sfu1>NY1pI"@a0 Q`7(~H(k.~,i_ w/omCNtE,.cF1#p%ZJRzHIs*CJ cwPXkjC!+h*`lk17sd]D+3x2_xdJWQ(ueWrvA]G vQ4{ 15qt"ɵeKށ0jeSO' wuо5^2V.uv~A 6 `*aJ`ɡ>!n'AySp6A[YqV *}WU©v iZ  6Q9 FXK˻@pYn^.zr\ TŐk]BwNtҁ< fEѐW WypUmࡃA>&9){ovF. 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