Irregular Time Series Forecasting on Human Activity (ms) 3000 → 1000 horizon
2.46MSEQuITE++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| QuITE++2026.05 | 2.46 | 2.92 | |
| HyperIMTS2026.05 | 2.49 | 3.02 | |
| TimeXer + QuITEBackbone=TimeXer, Embedding=QuITE2026.05 | 2.53 | 3.04 | |
| Hi-Patch2026.05 | 2.56 | 3.12 | |
| iTransformer + QuITEBackbone=iTransformer, Embedding=QuITE2026.05 | 2.58 | 3.12 | |
| Warpformer2026.05 | 2.61 | 3.12 | |
| S-Mamba + QuITEBackbone=S-Mamba, Embedding=QuITE2026.05 | 2.72 | 3.24 | |
| PatchTST + QuITEBackbone=PatchTST, Embedding=QuITE2026.05 | 2.76 | 3.14 | |
| TMix + QuITEBackbone=TMix, Embedding=QuITE2026.05 | 2.77 | 3.15 | |
| PatchMixer + QuITEBackbone=PatchMixer, Embedding=QuITE2026.05 | 2.78 | 3.13 | |
| tPatchGNN2026.05 | 2.79 | 3.24 | |
| GraFITi2026.05 | 3.03 | 3.45 | |
| CRU2026.05 | 3.03 | 3.6 | |
| mTAND2026.05 | 3.14 | 3.71 | |
| Latent-ODE2026.05 | 3.32 | 3.91 | |
| GRU-D2026.05 | 3.94 | 4.37 | |
| NeuralFlow2026.05 | 4.29 | 4.61 | |
| Raindrop2026.05 | 4.42 | 4.65 |