Federated Graph Classification on COLLAB non-IID (test)
7.48Average GainSEAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEALRepDec=true2025.12 | 7.48 | — | — | |
| SEAL-BRepDec=true2025.12 | 6.01 | — | — | |
| SEALRepDec=false2025.12 | 5.66 | — | — | |
| FedStarRepDec=true2025.12 | 5.62 | — | — | |
| SEAL-BRepDec=false2025.12 | 4.26 | — | — | |
| GCFL+RepDec=true2025.12 | 4.04 | — | — | |
| FedNovaRepDec=true2025.12 | 3.44 | — | — | |
| SCAFFOLDRepDec=true2025.12 | 3.28 | — | — | |
| FedProxRepDec=true2025.12 | 3.2 | — | — | |
| FedAvgRepDec=true2025.12 | 2.91 | — | — | |
| FedStarRepDec=false2025.12 | 2.57 | — | — | |
| GCFL+RepDec=false2025.12 | 2.06 | — | — | |
| SCAFFOLDRepDec=false2025.12 | 2.02 | — | — | |
| FedProxRepDec=false2025.12 | 1.89 | — | — | |
| FedNovaRepDec=false2025.12 | 1.89 | — | — | |
| FedAvgRepDec=false2025.12 | 1.21 | — | — |