Federated Graph Classification on NCI-1 non-IID (test)
6.05Average GainSEAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEALRepDec=true2025.12 | 6.05 | — | — | |
| GCFL+RepDec=true2025.12 | 5.47 | — | — | |
| SEAL-BRepDec=true2025.12 | 5.38 | — | — | |
| FedStarRepDec=true2025.12 | 5.04 | — | — | |
| SEALRepDec=false2025.12 | 4.94 | — | — | |
| FedProxRepDec=true2025.12 | 4.38 | — | — | |
| FedNovaRepDec=true2025.12 | 3.77 | — | — | |
| SEAL-BRepDec=false2025.12 | 3.55 | — | — | |
| FedStarRepDec=false2025.12 | 3.05 | — | — | |
| FedAvgRepDec=true2025.12 | 2.73 | — | — | |
| SCAFFOLDRepDec=true2025.12 | 2.71 | — | — | |
| GCFL+RepDec=false2025.12 | 2.19 | — | — | |
| SCAFFOLDRepDec=false2025.12 | 2.16 | — | — | |
| FedNovaRepDec=false2025.12 | 2.05 | — | — | |
| FedProxRepDec=false2025.12 | 1.84 | — | — | |
| FedAvgRepDec=false2025.12 | 1.54 | — | — |