Irregular Time Series Forecasting on Human Activity (ms) 1000 → 3000 horizon
3.96MSEQuITE++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QuITE++2026.05 | 3.96 | 4.04 | |
| HyperIMTS2026.05 | 4 | 4.13 | |
| TimeXer + QuITEBackbone=TimeXer, Embedding=QuITE2026.05 | 4.04 | 4.03 | |
| iTransformer + QuITEBackbone=iTransformer, Embedding=QuITE2026.05 | 4.1 | 4.18 | |
| Hi-Patch2026.05 | 4.2 | 4.22 | |
| S-Mamba + QuITEBackbone=S-Mamba, Embedding=QuITE2026.05 | 4.2 | 4.22 | |
| Warpformer2026.05 | 4.26 | 4.26 | |
| tPatchGNN2026.05 | 4.56 | 4.32 | |
| PatchTST + QuITEBackbone=PatchTST, Embedding=QuITE2026.05 | 4.69 | 4.29 | |
| PatchMixer + QuITEBackbone=PatchMixer, Embedding=QuITE2026.05 | 4.71 | 4.31 | |
| TMix + QuITEBackbone=TMix, Embedding=QuITE2026.05 | 4.75 | 4.38 | |
| CRU2026.05 | 4.85 | 4.86 | |
| GraFITi2026.05 | 4.91 | 4.62 | |
| mTAND2026.05 | 5.29 | 5.12 | |
| Latent-ODE2026.05 | 5.48 | 5.33 | |
| Raindrop2026.05 | 5.75 | 5.37 | |
| NeuralFlow2026.05 | 6.01 | 5.66 | |
| GRU-D2026.05 | 6.14 | 5.75 |