Irregular Time Series Forecasting on USHCN (m) 24 → 12 horizon
4.81MSEQuITE++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| QuITE++2026.05 | 4.81 | 2.93 | |
| S-Mamba + QuITEBackbone=S-Mamba, Embedding=QuITE2026.05 | 4.93 | 3.02 | |
| TimeXer + QuITEBackbone=TimeXer, Embedding=QuITE2026.05 | 4.93 | 2.97 | |
| iTransformer + QuITEBackbone=iTransformer, Embedding=QuITE2026.05 | 4.94 | 3.01 | |
| HyperIMTS2026.05 | 4.97 | 3.08 | |
| PatchMixer + QuITEBackbone=PatchMixer, Embedding=QuITE2026.05 | 5 | 3.07 | |
| GraFITi2026.05 | 5.01 | 3.14 | |
| TMix + QuITEBackbone=TMix, Embedding=QuITE2026.05 | 5.03 | 3.05 | |
| Hi-Patch2026.05 | 5.04 | 3.03 | |
| PatchTST + QuITEBackbone=PatchTST, Embedding=QuITE2026.05 | 5.04 | 3 | |
| mTAND2026.05 | 5.07 | 3.09 | |
| Warpformer2026.05 | 5.1 | 3.13 | |
| Latent-ODE2026.05 | 5.23 | 3.35 | |
| GRU-D2026.05 | 5.36 | 3.25 | |
| NeuralFlow2026.05 | 5.48 | 3.56 | |
| tPatchGNN2026.05 | 6.23 | 3.83 | |
| CRU2026.05 | 6.64 | 4.08 | |
| Raindrop2026.05 | 7.61 | 4.61 |