Federated Graph Classification on COLLAB (test)
2.93Average GainSEAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEALDistribution=IID, RepDec=true2025.12 | 2.93 | — | — | |
| SEAL-BDistribution=IID, RepDec=true2025.12 | 2.73 | — | — | |
| FedProxDistribution=IID, RepDec=true2025.12 | 2.22 | — | — | |
| GCFL+Distribution=IID, RepDec=true2025.12 | 2.2 | — | — | |
| SEALDistribution=IID, RepDec=false2025.12 | 2.03 | — | — | |
| FedNovaDistribution=IID, RepDec=true2025.12 | 1.83 | — | — | |
| SCAFFOLDDistribution=IID, RepDec=true2025.12 | 1.8 | — | — | |
| FedAvgDistribution=IID, RepDec=true2025.12 | 1.53 | — | — | |
| SEAL-BDistribution=IID, RepDec=false2025.12 | 1.46 | — | — | |
| FedStarDistribution=IID, RepDec=true2025.12 | 1.4 | — | — | |
| FedNovaDistribution=IID, RepDec=false2025.12 | 1.33 | — | — | |
| FedProxDistribution=IID, RepDec=false2025.12 | 1.13 | — | — | |
| GCFL+Distribution=IID, RepDec=false2025.12 | 1.13 | — | — | |
| SCAFFOLDDistribution=IID, RepDec=false2025.12 | 1.03 | — | — | |
| FedStarDistribution=IID, RepDec=false2025.12 | 0.38 | — | — | |
| FedAvgDistribution=IID, RepDec=false2025.12 | 0.15 | — | — |