Classification on PPMI
82.69AccuracyAFR-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AFR-Net2026.01 | 82.69 | 84.37 | 83.33 | 83.7 | 90.38 | |
| FlexiBrain2026.06 | 74.31 | — | — | 70.54 | — | |
| NeuroPath2026.01 | 72.22 | 75.93 | 73.33 | 74.56 | 71.88 | |
| RH-BrainFS2026.01 | 70.37 | 69.83 | 80.95 | 68.54 | 68.25 | |
| MaskGNN2026.01 | 68.52 | 69.8 | 78.33 | 73.5 | 68.23 | |
| NeuroSTORM2026.06 | 68.25 | — | — | 65.18 | — | |
| BrainGNN2026.01 | 67.9 | 71.03 | 71.11 | 71.02 | 71.3 | |
| BrainHarmonix-F2026.06 | 65.63 | — | — | 55.19 | — | |
| Graphormer2026.01 | 64.81 | 64.26 | 83.33 | 72.49 | 61.77 | |
| BrainNetCNN2026.06 | 64.24 | — | — | 58.15 | — | |
| GAT2026.01 | 62.96 | 63.75 | 78.33 | 70.19 | 70.83 | |
| Cross-GNN2026.01 | 62.96 | 70.78 | 60 | 63.51 | 65.83 | |
| SwiFT2026.06 | 61.55 | — | — | 58.23 | — | |
| GraphSAGE2026.01 | 60.19 | 58.54 | 100 | 73.76 | 70.31 | |
| BrainMass2026.06 | 58.68 | — | — | 51.95 | — | |
| MLP2026.01 | 56.48 | 64.58 | 46.67 | 54 | 70.52 | |
| GCN2026.01 | 55.56 | 56.56 | 88.33 | 68.79 | 64.11 | |
| GIN2026.01 | 55.56 | 55.56 | 100 | 71.43 | 50 | |
| BrainGNN2026.06 | 55.56 | — | — | 51.31 | — | |
| AGT2026.01 | 53.7 | 55.79 | 81.67 | 64.29 | 61.2 | |
| BQN2026.01 | 52.78 | 59.07 | 68.33 | 56.36 | 60.73 | |
| Triplet2026.01 | 51.85 | 53.7 | 70 | 53.17 | 66.25 | |
| Brain-JEPA2026.06 | 47.91 | — | — | 48.6 | — |