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ResearchFormerly WizWand

Byzantine-robust Federated Learning on FEMNIST and CelebA (averaged) (test)

18.8TERUBAR
16.9829.26541.5553.835Oct 9, 2025
Updated 6mo ago

Evaluation results

MethodLinks
UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=802025.1018.8
SketchGuardTopology=Fully Conn., Byz.%=802025.1018.8
UBARTopology=Ring, Byz.%=402025.1018.9
UBARTopology=Ring, Byz.%=202025.1019
SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=802025.1019
UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=802025.1019.1
UBARTopology=Fully Conn., Byz.%=802025.1019.1
UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=802025.1019.2
BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=802025.1019.2
BALANCETopology=Fully Conn., Byz.%=802025.1019.3
UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=602025.1019.4
SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=602025.1019.5
SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=602025.1019.5
UBARTopology=Fully Conn., Byz.%=602025.1019.5
SketchGuardTopology=Fully Conn., Byz.%=602025.1019.5
SketchGuardTopology=Ring, Byz.%=402025.1019.6
UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=602025.1019.6
SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=602025.1019.7
UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=602025.1019.7
BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=602025.1019.7
BALANCETopology=Fully Conn., Byz.%=602025.1019.7
BALANCETopology=Ring, Byz.%=402025.1019.8
BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=602025.1019.8
BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=602025.1019.8
BALANCETopology=Ring, Byz.%=202025.1019.9
SketchGuardTopology=Ring, Byz.%=202025.1019.9
SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=402025.1019.9
UBARTopology=Fully Conn., Byz.%=402025.1019.9
SketchGuardTopology=Fully Conn., Byz.%=402025.1019.9
SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=802025.1020
UBARTopology=Fully Conn., Byz.%=202025.1020
UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=202025.1020.1
BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=402025.1020.1
UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=202025.1020.1
UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=402025.1020.1
SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=402025.1020.1
BALANCETopology=Fully Conn., Byz.%=402025.1020.1
UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=402025.1020.2
SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=802025.1020.2
BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=402025.1020.2
SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=402025.1020.3
SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=202025.1020.3
BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=802025.1020.3
SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=202025.1020.3
SketchGuardTopology=Fully Conn., Byz.%=202025.1020.3
BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=402025.1020.4
BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=802025.1020.4
BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=202025.1020.4
UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=402025.1020.4
BALANCETopology=Fully Conn., Byz.%=202025.1020.5
UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=202025.1020.6
BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=202025.1020.6
SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=202025.1020.7
BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=202025.1020.8
UBARTopology=Ring, Byz.%=602025.1030.2
SketchGuardTopology=Ring, Byz.%=602025.1030.3
BALANCETopology=Ring, Byz.%=602025.1030.6
BALANCETopology=Ring, Byz.%=802025.1063.7
SketchGuardTopology=Ring, Byz.%=802025.1064.2
UBARTopology=Ring, Byz.%=802025.1064.3