Irregular Multivariate Time Series Forecasting on Human Activity (test)
0.079MSEGraFITi
Evaluation Results
| Method | Links | |
|---|---|---|
| GraFITi+Under-Cali=true2026.05 | 0.079 | |
| GraFITi+Under-Cali=false2026.05 | 0.0795 | |
| HyperIMTS+Under-Cali=true2026.05 | 0.0813 | |
| HyperIMTS+Under-Cali=false2026.05 | 0.0818 | |
| PatchTST+Under-Cali=true2026.05 | 0.1249 | |
| tPatchGNN+Under-Cali=true2026.05 | 0.1262 | |
| PatchTST+Under-Cali=false2026.05 | 0.1294 | |
| iTransformer+Under-Cali=true2026.05 | 0.1335 | |
| tPatchGNN+Under-Cali=false2026.05 | 0.1378 | |
| iTransformer+Under-Cali=false2026.05 | 0.1417 | |
| FreTS+Under-Cali=true2026.05 | 0.1494 | |
| FreTS+Under-Cali=false2026.05 | 0.1553 | |
| Crossformer+Under-Cali=true2026.05 | 0.2391 | |
| Crossformer+Under-Cali=false2026.05 | 0.2716 | |
| BigST+Under-Cali=true2026.05 | 0.2999 | |
| Ada-MSHyper+Under-Cali=true2026.05 | 0.3002 | |
| Warpformer+Under-Cali=true2026.05 | 0.3081 | |
| mTAN+Under-Cali=true2026.05 | 0.3354 | |
| CRU+Under-Cali=true2026.05 | 0.3488 | |
| mTAN+Under-Cali=false2026.05 | 0.355 | |
| Ada-MSHyper+Under-Cali=false2026.05 | 0.3647 | |
| GRU-D+Under-Cali=true2026.05 | 0.368 | |
| GRU-D+Under-Cali=false2026.05 | 0.3735 | |
| Warpformer+Under-Cali=false2026.05 | 0.3942 | |
| FEDformer+Under-Cali=true2026.05 | 0.3966 | |
| GNeuralFlow+Under-Cali=true2026.05 | 0.407 | |
| CRU+Under-Cali=false2026.05 | 0.407 | |
| BigST+Under-Cali=false2026.05 | 0.4118 | |
| FEDformer+Under-Cali=false2026.05 | 0.4212 | |
| GNeuralFlow+Under-Cali=false2026.05 | 0.4225 | |
| Informer+Under-Cali=true2026.05 | 0.4386 | |
| NeuralFlows+Under-Cali=true2026.05 | 0.439 | |
| NeuralFlows+Under-Cali=false2026.05 | 0.4732 | |
| Informer+Under-Cali=false2026.05 | 0.5202 | |
| Reformer+Under-Cali=true2026.05 | 0.9269 | |
| Reformer+Under-Cali=false2026.05 | 1.0842 | |
| Hi-Patch+Under-Cali=true2026.05 | 1.0956 | |
| Hi-Patch+Under-Cali=false2026.05 | 1.1308 | |
| SeFT+Under-Cali=true2026.05 | 1.4135 | |
| SeFT+Under-Cali=false2026.05 | 1.8232 | |
| PrimeNet+Under-Cali=true2026.05 | 3.5619 | |
| PrimeNet+Under-Cali=false2026.05 | 4.0244 |