Byzantine-robust Federated Learning on FEMNIST and CelebA (averaged) (test)
18.8TERUBAR
Evaluation Results
| Method | Links | |
|---|---|---|
| UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=802025.10 | 18.8 | |
| SketchGuardTopology=Fully Conn., Byz.%=802025.10 | 18.8 | |
| UBARTopology=Ring, Byz.%=402025.10 | 18.9 | |
| UBARTopology=Ring, Byz.%=202025.10 | 19 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=802025.10 | 19 | |
| UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=802025.10 | 19.1 | |
| UBARTopology=Fully Conn., Byz.%=802025.10 | 19.1 | |
| UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=802025.10 | 19.2 | |
| BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=802025.10 | 19.2 | |
| BALANCETopology=Fully Conn., Byz.%=802025.10 | 19.3 | |
| UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=602025.10 | 19.4 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=602025.10 | 19.5 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=602025.10 | 19.5 | |
| UBARTopology=Fully Conn., Byz.%=602025.10 | 19.5 | |
| SketchGuardTopology=Fully Conn., Byz.%=602025.10 | 19.5 | |
| SketchGuardTopology=Ring, Byz.%=402025.10 | 19.6 | |
| UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=602025.10 | 19.6 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=602025.10 | 19.7 | |
| UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=602025.10 | 19.7 | |
| BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=602025.10 | 19.7 | |
| BALANCETopology=Fully Conn., Byz.%=602025.10 | 19.7 | |
| BALANCETopology=Ring, Byz.%=402025.10 | 19.8 | |
| BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=602025.10 | 19.8 | |
| BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=602025.10 | 19.8 | |
| BALANCETopology=Ring, Byz.%=202025.10 | 19.9 | |
| SketchGuardTopology=Ring, Byz.%=202025.10 | 19.9 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=402025.10 | 19.9 | |
| UBARTopology=Fully Conn., Byz.%=402025.10 | 19.9 | |
| SketchGuardTopology=Fully Conn., Byz.%=402025.10 | 19.9 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=802025.10 | 20 | |
| UBARTopology=Fully Conn., Byz.%=202025.10 | 20 | |
| UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=202025.10 | 20.1 | |
| BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=402025.10 | 20.1 | |
| UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=202025.10 | 20.1 | |
| UBARTopology=ER, ER graph probability (p)=0.6, Byz.%=402025.10 | 20.1 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=402025.10 | 20.1 | |
| BALANCETopology=Fully Conn., Byz.%=402025.10 | 20.1 | |
| UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=402025.10 | 20.2 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=802025.10 | 20.2 | |
| BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=402025.10 | 20.2 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=402025.10 | 20.3 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.45, Byz.%=202025.10 | 20.3 | |
| BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=802025.10 | 20.3 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.6, Byz.%=202025.10 | 20.3 | |
| SketchGuardTopology=Fully Conn., Byz.%=202025.10 | 20.3 | |
| BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=402025.10 | 20.4 | |
| BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=802025.10 | 20.4 | |
| BALANCETopology=ER, ER graph probability (p)=0.45, Byz.%=202025.10 | 20.4 | |
| UBARTopology=ER, ER graph probability (p)=0.45, Byz.%=402025.10 | 20.4 | |
| BALANCETopology=Fully Conn., Byz.%=202025.10 | 20.5 | |
| UBARTopology=ER, ER graph probability (p)=0.2, Byz.%=202025.10 | 20.6 | |
| BALANCETopology=ER, ER graph probability (p)=0.6, Byz.%=202025.10 | 20.6 | |
| SketchGuardTopology=ER, ER graph probability (p)=0.2, Byz.%=202025.10 | 20.7 | |
| BALANCETopology=ER, ER graph probability (p)=0.2, Byz.%=202025.10 | 20.8 | |
| UBARTopology=Ring, Byz.%=602025.10 | 30.2 | |
| SketchGuardTopology=Ring, Byz.%=602025.10 | 30.3 | |
| BALANCETopology=Ring, Byz.%=602025.10 | 30.6 | |
| BALANCETopology=Ring, Byz.%=802025.10 | 63.7 | |
| SketchGuardTopology=Ring, Byz.%=802025.10 | 64.2 | |
| UBARTopology=Ring, Byz.%=802025.10 | 64.3 |