Federated Graph Classification on IMDB-BINARY non-IID (test)
5.7Average GainSEAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SEALRepDec=true2025.12 | 5.7 | — | — | |
| SEAL-BRepDec=true2025.12 | 4.77 | — | — | |
| SEAL-BRepDec=false2025.12 | 3.32 | — | — | |
| FedStarRepDec=true2025.12 | 3.19 | — | — | |
| SEALRepDec=false2025.12 | 2.72 | — | — | |
| SCAFFOLDRepDec=true2025.12 | 2.02 | — | — | |
| FedStarRepDec=false2025.12 | 1.49 | — | — | |
| GCFL+RepDec=true2025.12 | 1.46 | — | — | |
| FedNovaRepDec=true2025.12 | 1.05 | — | — | |
| FedAvgRepDec=true2025.12 | 0.91 | — | — | |
| FedProxRepDec=true2025.12 | 0.86 | — | — | |
| SCAFFOLDRepDec=false2025.12 | 0.42 | — | — | |
| GCFL+RepDec=false2025.12 | 0.42 | — | — | |
| FedNovaRepDec=false2025.12 | 0.36 | — | — | |
| FedProxRepDec=false2025.12 | 0.3 | — | — | |
| FedAvgRepDec=false2025.12 | 0.24 | — | — |