Classification on ABCD-ADHD
67.26AccuracyCORE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| COREType=Brain Networks, Protocol=LOSO2026.05 | 67.26 | — | — | — | 74.31 | |
| BrainOODType=Brain Networks, Protocol=LOSO2026.05 | 64.36 | — | — | — | 72.77 | |
| AFR-Net2026.01 | 63.75 | 60.86 | 71.67 | 65.5 | 62.38 | |
| GATType=GNN, Protocol=LOSO2026.05 | 63.32 | — | — | — | 70.4 | |
| GCNType=GNN, Protocol=LOSO2026.05 | 63.14 | — | — | — | 71.75 | |
| AGMGCType=Brain Networks, Protocol=LOSO2026.05 | 63.02 | — | — | — | 70.86 | |
| DeCIType=Brain Networks, Protocol=LOSO2026.05 | 62.81 | — | — | — | 55.03 | |
| CORALType=OOD, Protocol=LOSO2026.05 | 62.55 | — | — | — | 69.48 | |
| RH-BrainFS2026.01 | 62.48 | 62.31 | 69.84 | 61.59 | 61.76 | |
| DiSCOType=Graph OOD, Protocol=LOSO2026.05 | 61.98 | — | — | — | 67.51 | |
| GSATType=Graph OOD, Protocol=LOSO2026.05 | 61.16 | — | — | — | 71.27 | |
| GINType=GNN, Protocol=LOSO2026.05 | 60.73 | — | — | — | 68.97 | |
| MLP2026.01 | 60.42 | 59.67 | 64.17 | 61.75 | 57.55 | |
| FC-HGNNType=Brain Networks, Protocol=LOSO2026.05 | 59.1 | — | — | — | 71.08 | |
| IRMType=OOD, Protocol=LOSO2026.05 | 59.06 | — | — | — | 70.4 | |
| DisCType=Graph OOD, Protocol=LOSO2026.05 | 58.83 | — | — | — | 69.59 | |
| NeuroPath2026.01 | 58.33 | 56.92 | 69.17 | 62.36 | 64.19 | |
| CEPGType=Graph OOD, Protocol=LOSO2026.05 | 57.07 | — | — | — | 63.11 | |
| BrainNetTFType=Brain Networks, Protocol=LOSO2026.05 | 56.91 | — | — | — | 68.28 | |
| MaskGNN2026.01 | 56.58 | 61.51 | 45.48 | 49.22 | 61.58 | |
| AGT2026.01 | 55.67 | 56.75 | 41.29 | 41.91 | 53.55 | |
| XG-GNNType=Brain Networks, Protocol=LOSO2026.05 | 55.66 | — | — | — | 71.2 | |
| Graphormer2026.01 | 55.28 | 59.72 | 59.97 | 55.19 | 58.79 | |
| BrainGNN2026.01 | 55 | 55.88 | 47.5 | 51.35 | 54.37 | |
| Cross-GNN2026.01 | 54.31 | 54.9 | 53.72 | 52.76 | 56.24 | |
| GAT2026.01 | 53.75 | 52.88 | 68.33 | 59.59 | 59.31 | |
| BQN2026.01 | 50.17 | 40.08 | 80 | 53.41 | 57.11 | |
| Triplet2026.01 | 49.63 | 53.15 | 65.75 | 47.91 | 48.84 | |
| GCN2026.01 | 49.17 | 46.76 | 63.33 | 51.28 | 50.81 | |
| GIN2026.01 | 47.92 | 48.46 | 74.17 | 58.31 | 44.37 | |
| GraphSAGE2026.01 | 47.92 | 47.72 | 48.33 | 47.81 | 52.6 |