Federated Graph Classification on IMDB-BINARY (test)
3.02Average GainSEAL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SEALDistribution=IID, RepDec=true2025.12 | 3.02 | — | — | |
| FedStarDistribution=IID, RepDec=true2025.12 | 2.84 | — | — | |
| FedProxDistribution=IID, RepDec=true2025.12 | 2.67 | — | — | |
| SEAL-BDistribution=IID, RepDec=true2025.12 | 2.66 | — | — | |
| GCFL+Distribution=IID, RepDec=true2025.12 | 2.37 | — | — | |
| SEAL-BDistribution=IID, RepDec=false2025.12 | 1.68 | — | — | |
| FedAvgDistribution=IID, RepDec=true2025.12 | 1.64 | — | — | |
| SCAFFOLDDistribution=IID, RepDec=true2025.12 | 1.38 | — | — | |
| SEALDistribution=IID, RepDec=false2025.12 | 1.33 | — | — | |
| FedNovaDistribution=IID, RepDec=true2025.12 | 1.16 | — | — | |
| GCFL+Distribution=IID, RepDec=false2025.12 | 1 | — | — | |
| FedStarDistribution=IID, RepDec=false2025.12 | 0.83 | — | — | |
| SCAFFOLDDistribution=IID, RepDec=false2025.12 | 0.69 | — | — | |
| FedProxDistribution=IID, RepDec=false2025.12 | 0.66 | — | — | |
| FedNovaDistribution=IID, RepDec=false2025.12 | 0.58 | — | — | |
| FedAvgDistribution=IID, RepDec=false2025.12 | 0.35 | — | — |