Forecasting on non-pharyngeal C. elegans calcium recordings (test)
0.636RMSE (h=4)NLinear
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NLinearProtocol=Open-loop2026.06 | 0.636 | 70.8 | 0.881 | 0.448 | |
| DLinearProtocol=Open-loop2026.06 | 0.637 | 70.8 | 0.881 | 0.447 | |
| MF-NetProtocol=Open-loop2026.06 | 0.65 | 69.5 | 0.879 | 0.45 | |
| iTransformerProtocol=Open-loop2026.06 | 0.656 | 69 | 0.919 | 0.398 | |
| LatentODEProtocol=Open-loop2026.06 | 0.661 | 68.5 | 0.943 | 0.367 | |
| MTGNNLiteProtocol=Open-loop2026.06 | 0.679 | 66.8 | 0.973 | 0.325 | |
| GraphWaveNetLiteProtocol=Open-loop2026.06 | 0.688 | 65.9 | 1.031 | 0.244 | |
| PersistenceProtocol=Open-loop2026.06 | 0.718 | 62.8 | 1.035 | 0.237 | |
| LSTMProtocol=Open-loop2026.06 | 0.764 | 58 | 0.95 | 0.357 | |
| NVARProtocol=Open-loop2026.06 | 1.168 | 1.6 | 1.517 | -0.639 |