Brain Dynamics Forecasting on PNC fMRI (5-fold cross-validation, held-out subjects)
0.66MSEBrainDyn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BrainDyn2026.05 | 0.66 | 0.54 | 0.25 | |
| ODEBRAIN2026.05 | 0.85 | 0.61 | 0.3 | |
| CNN-LSTM2026.05 | 0.89 | 0.69 | 0.36 | |
| EvolveGCN2026.05 | 1 | 0.71 | 0.31 | |
| BrainDyn (Graph)restriction_maps=removed, sheaf_structure=standard graph2026.05 | 1.26 | 0.81 | 0.4 | |
| BrainDyn (w/o LSTM)temporal_encoder=removed, inputs=raw windowed2026.05 | 1.6 | 0.92 | 0.43 | |
| RiTINI2026.05 | 1.91 | 0.98 | 0.47 | |
| BIOT2026.05 | 1.99 | 1.06 | 0.55 |