Irregular Multivariate Time Series Forecasting on PhysioNet (test)
0.298MSEHyperIMTS
Evaluation Results
| Method | Links | |
|---|---|---|
| HyperIMTS+Under-Cali=true2026.05 | 0.298 | |
| HyperIMTS+Under-Cali=false2026.05 | 0.2987 | |
| GraFITi+Under-Cali=true2026.05 | 0.2989 | |
| GraFITi+Under-Cali=false2026.05 | 0.2996 | |
| Warpformer+Under-Cali=true2026.05 | 0.3028 | |
| Warpformer+Under-Cali=false2026.05 | 0.304 | |
| tPatchGNN+Under-Cali=true2026.05 | 0.3066 | |
| tPatchGNN+Under-Cali=false2026.05 | 0.308 | |
| Crossformer+Under-Cali=true2026.05 | 0.3391 | |
| Crossformer+Under-Cali=false2026.05 | 0.3404 | |
| Hi-Patch+Under-Cali=true2026.05 | 0.3405 | |
| Hi-Patch+Under-Cali=false2026.05 | 0.3433 | |
| BigST+Under-Cali=true2026.05 | 0.3535 | |
| FreTS+Under-Cali=true2026.05 | 0.369 | |
| BigST+Under-Cali=false2026.05 | 0.3701 | |
| iTransformer+Under-Cali=true2026.05 | 0.372 | |
| GRU-D+Under-Cali=true2026.05 | 0.3742 | |
| Ada-MSHyper+Under-Cali=true2026.05 | 0.3743 | |
| PatchTST+Under-Cali=false2026.05 | 0.3748 | |
| GRU-D+Under-Cali=false2026.05 | 0.3759 | |
| FEDformer+Under-Cali=true2026.05 | 0.3789 | |
| FreTS+Under-Cali=false2026.05 | 0.3904 | |
| Ada-MSHyper+Under-Cali=false2026.05 | 0.3914 | |
| iTransformer+Under-Cali=false2026.05 | 0.3929 | |
| PatchTST+Under-Cali=true2026.05 | 0.3953 | |
| FEDformer+Under-Cali=false2026.05 | 0.4097 | |
| Reformer+Under-Cali=false2026.05 | 0.4113 | |
| Reformer+Under-Cali=true2026.05 | 0.4169 | |
| mTAN+Under-Cali=true2026.05 | 0.4193 | |
| mTAN+Under-Cali=false2026.05 | 0.4305 | |
| NeuralFlows+Under-Cali=true2026.05 | 0.4408 | |
| NeuralFlows+Under-Cali=false2026.05 | 0.4456 | |
| Informer+Under-Cali=true2026.05 | 0.486 | |
| Informer+Under-Cali=false2026.05 | 0.4944 | |
| CRU+Under-Cali=true2026.05 | 0.6253 | |
| GNeuralFlow+Under-Cali=true2026.05 | 0.6647 | |
| CRU+Under-Cali=false2026.05 | 0.6649 | |
| GNeuralFlow+Under-Cali=false2026.05 | 0.7493 | |
| SeFT+Under-Cali=true2026.05 | 0.7577 | |
| PrimeNet+Under-Cali=true2026.05 | 0.7879 | |
| SeFT+Under-Cali=false2026.05 | 0.8057 | |
| PrimeNet+Under-Cali=false2026.05 | 0.8095 |