Neural dynamics forecasting on Synthetic NEST perturbed out-of-distribution
0.671MSEBrainDyn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BrainDynvalidation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 0.671 | 0.625 | 0.289 | |
| ODEBRAINvalidation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 0.702 | 0.64 | 0.293 | |
| BrainDyn (w/o LSTM)temporal encoder=removed, validation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 0.748 | 0.666 | 0.309 | |
| BrainDyn (Graph)structure=standard graph, validation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 0.851 | 0.715 | 0.351 | |
| CNN-LSTMvalidation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 0.896 | 0.719 | 0.378 | |
| RiTINIvalidation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 0.904 | 0.718 | 0.352 | |
| EvolveGCNvalidation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 1.029 | 0.785 | 0.408 | |
| BIOTvalidation=5-fold cross-validation, protocol=out-of-distribution extrapolation2026.05 | 1.041 | 0.79 | 0.402 |