Federated Graph Classification on PROTEINS non-IID (test)
5.12Average GainSEAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEALRepDec=true2025.12 | 5.12 | — | — | |
| SEAL-BRepDec=true2025.12 | 4.73 | — | — | |
| GCFL+RepDec=true2025.12 | 3.73 | — | — | |
| FedAvgRepDec=true2025.12 | 3.26 | — | — | |
| FedStarRepDec=true2025.12 | 2.56 | — | — | |
| FedProxRepDec=true2025.12 | 2.34 | — | — | |
| FedNovaRepDec=true2025.12 | 2.3 | — | — | |
| SCAFFOLDRepDec=true2025.12 | 2.17 | — | — | |
| GCFL+RepDec=false2025.12 | 1.73 | — | — | |
| SEALRepDec=false2025.12 | 1.69 | — | — | |
| SEAL-BRepDec=false2025.12 | 1.66 | — | — | |
| FedNovaRepDec=false2025.12 | 1.5 | — | — | |
| FedStarRepDec=false2025.12 | 1.37 | — | — | |
| SCAFFOLDRepDec=false2025.12 | 1.29 | — | — | |
| FedProxRepDec=false2025.12 | 1.23 | — | — | |
| FedAvgRepDec=false2025.12 | 1.05 | — | — |