Behavioral prediction on ABCD CBIG release (10-fold cross-validation)
0.11Internalizing Pearson CorrelationNERVE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NERVEProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.05 | 0.11 | 0.09 | 0.13 | |
| GraphMAEProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.05 | 0.06 | 0.06 | 0.06 | |
| BrainMassProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.05 | 0.06 | 0.08 | 0.01 | |
| BrainNetCNNProtocol=Supervised end-to-end, Input=FC matrices2026.05 | 0.05 | 0.08 | 0.11 | |
| BrainGNNProtocol=Supervised end-to-end, Input=FC matrices2026.05 | 0.05 | 0.08 | 0.06 | |
| BrainGSLsProtocol=SSL pre-training + downstream KRR, Input=FC matrices2026.05 | 0.04 | 0.05 | 0.05 |