Federated Graph Classification on NCI-1 (test)
3.65Average GainSEAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEALDistribution=IID, RepDec=true2025.12 | 3.65 | — | — | |
| GCFL+Distribution=IID, RepDec=true2025.12 | 2.86 | — | — | |
| SEAL-BDistribution=IID, RepDec=true2025.12 | 2.7 | — | — | |
| SCAFFOLDDistribution=IID, RepDec=true2025.12 | 2.6 | — | — | |
| FedNovaDistribution=IID, RepDec=true2025.12 | 2.46 | — | — | |
| FedAvgDistribution=IID, RepDec=true2025.12 | 2.3 | — | — | |
| FedStarDistribution=IID, RepDec=true2025.12 | 2.3 | — | — | |
| FedProxDistribution=IID, RepDec=true2025.12 | 2.22 | — | — | |
| SEALDistribution=IID, RepDec=false2025.12 | 2.06 | — | — | |
| SCAFFOLDDistribution=IID, RepDec=false2025.12 | 1.74 | — | — | |
| SEAL-BDistribution=IID, RepDec=false2025.12 | 1.51 | — | — | |
| GCFL+Distribution=IID, RepDec=false2025.12 | 1.43 | — | — | |
| FedStarDistribution=IID, RepDec=false2025.12 | 1.39 | — | — | |
| FedNovaDistribution=IID, RepDec=false2025.12 | 1.15 | — | — | |
| FedProxDistribution=IID, RepDec=false2025.12 | 0.67 | — | — | |
| FedAvgDistribution=IID, RepDec=false2025.12 | 0.06 | — | — |