Graph Classification on PCBA (AUC-ROC)
77.75AUC-ROCFedGALA
Evaluation Results
| Method | Links | |
|---|---|---|
| FedGALA2026.01 | 77.75 | |
| GFT + RGVQRegime=Pre-trained and Fine-tuned2025.08 | 75.68 | |
| FedBook2026.01 | 75.41 | |
| FedGFM+2026.01 | 74.81 | |
| GFT + PTRegime=Pre-trained and Fine-tuned2025.08 | 73.73 | |
| GFT + EMARegime=Pre-trained and Fine-tuned2025.08 | 73.04 | |
| GFTRegime=Pre-trained and Fine-tuned2025.08 | 72.74 | |
| GINRegime=Supervised2025.08 | 72.69 | |
| GraphCLIPfederated adoption of GFM=true2026.01 | 72.58 | |
| OFAfederated adoption of GFM=true2026.01 | 72.3 | |
| UniGraphfederated adoption of GFM=true2026.01 | 72.16 | |
| GFT + ResetRegime=Pre-trained and Fine-tuned2025.08 | 71.95 | |
| GQTfederated adoption of GFM=true2026.01 | 71.93 | |
| FedStar2026.01 | 71.75 | |
| GFTfederated adoption of GFM=true2026.01 | 71.52 | |
| GFT + APRegime=Pre-trained and Fine-tuned2025.08 | 71.48 | |
| GCNRegime=Supervised2025.08 | 71.32 | |
| GCFL+2026.01 | 71.27 | |
| GATRegime=Supervised2025.08 | 70.12 | |
| GFT + SimVQRegime=Pre-trained and Fine-tuned2025.08 | 69.9 | |
| MOON2026.01 | 69.42 | |
| FedAvg2026.01 | 68.62 | |
| GIN2026.01 | 67.31 | |
| BGRLRegime=Self-supervised2025.08 | 67.09 | |
| GraphSAGE2026.01 | 66.5 | |
| GAT2026.01 | 66.41 | |
| DGIRegime=Self-supervised2025.08 | 63.31 | |
| GraphMAERegime=Self-supervised2025.08 | 63.3 | |
| GCN2026.01 | 63.15 | |
| GIANTRegime=Self-supervised2025.08 | 61.49 | |
| Linear2026.01 | 57.75 |