Irregular Multivariate Time Series Forecasting on MIMIC (test)
0.4482Mean Squared Error (MSE)GraFITi
Evaluation Results
| Method | Links | |
|---|---|---|
| GraFITi+Under-Cali=true2026.05 | 0.4482 | |
| GraFITi+Under-Cali=false2026.05 | 0.4531 | |
| Warpformer+Under-Cali=true2026.05 | 0.4683 | |
| Warpformer+Under-Cali=false2026.05 | 0.4722 | |
| tPatchGNN+Under-Cali=true2026.05 | 0.4872 | |
| tPatchGNN+Under-Cali=false2026.05 | 0.4943 | |
| Hi-Patch+Under-Cali=true2026.05 | 0.5039 | |
| Hi-Patch+Under-Cali=false2026.05 | 0.5073 | |
| Crossformer+Under-Cali=true2026.05 | 0.5249 | |
| Crossformer+Under-Cali=false2026.05 | 0.5294 | |
| HyperIMTS+Under-Cali=true2026.05 | 0.5457 | |
| HyperIMTS+Under-Cali=false2026.05 | 0.5568 | |
| BigST+Under-Cali=true2026.05 | 0.5679 | |
| BigST+Under-Cali=false2026.05 | 0.5758 | |
| PatchTST+Under-Cali=true2026.05 | 0.5762 | |
| iTransformer+Under-Cali=true2026.05 | 0.5816 | |
| iTransformer+Under-Cali=false2026.05 | 0.5979 | |
| FreTS+Under-Cali=true2026.05 | 0.5998 | |
| PatchTST+Under-Cali=false2026.05 | 0.6147 | |
| FEDformer+Under-Cali=true2026.05 | 0.6244 | |
| Ada-MSHyper+Under-Cali=true2026.05 | 0.6331 | |
| FreTS+Under-Cali=false2026.05 | 0.6361 | |
| GRU-D+Under-Cali=true2026.05 | 0.651 | |
| Ada-MSHyper+Under-Cali=false2026.05 | 0.6542 | |
| GRU-D+Under-Cali=false2026.05 | 0.6634 | |
| FEDformer+Under-Cali=false2026.05 | 0.7234 | |
| Informer+Under-Cali=false2026.05 | 0.7328 | |
| Reformer+Under-Cali=false2026.05 | 0.7738 | |
| CRU+Under-Cali=true2026.05 | 0.787 | |
| NeuralFlows+Under-Cali=true2026.05 | 0.8 | |
| Informer+Under-Cali=true2026.05 | 0.8077 | |
| CRU+Under-Cali=false2026.05 | 0.8097 | |
| NeuralFlows+Under-Cali=false2026.05 | 0.8332 | |
| mTAN+Under-Cali=true2026.05 | 0.8809 | |
| GNeuralFlow+Under-Cali=true2026.05 | 0.8814 | |
| SeFT+Under-Cali=true2026.05 | 0.8821 | |
| PrimeNet+Under-Cali=true2026.05 | 0.896 | |
| SeFT+Under-Cali=false2026.05 | 0.9035 | |
| GNeuralFlow+Under-Cali=false2026.05 | 0.9046 | |
| PrimeNet+Under-Cali=false2026.05 | 0.9103 | |
| Reformer+Under-Cali=true2026.05 | 0.949 | |
| mTAN+Under-Cali=false2026.05 | 1.2596 |