Brain Dynamics Forecasting on TUSZ EEG 5-fold cross-validation (held-out subjects)
0.44MSEBrainDyn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BrainDyn2026.05 | 0.44 | 0.48 | 0.23 | |
| ODEBRAIN2026.05 | 0.47 | 0.77 | 0.27 | |
| CNN-LSTM2026.05 | 0.55 | 0.56 | 0.3 | |
| EvolveGCN2026.05 | 0.65 | 0.61 | 0.29 | |
| BrainDyn (Graph)restriction_maps=removed, sheaf_structure=standard graph2026.05 | 0.76 | 0.68 | 0.34 | |
| BrainDyn (w/o LSTM)temporal_encoder=removed, inputs=raw windowed2026.05 | 1 | 0.8 | 0.41 | |
| RiTINI2026.05 | 1.02 | 0.81 | 0.41 | |
| BIOT2026.05 | 1.16 | 0.89 | 0.47 |