Irregular Time Series Forecasting on PhysioNet 24 → 24 horizon
4.65MSEHyperIMTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HyperIMTS2026.05 | 4.65 | 3.56 | |
| TimeXer + QuITEBackbone=TimeXer, Embedding=QuITE2026.05 | 4.91 | 3.64 | |
| iTransformer + QuITEBackbone=iTransformer, Embedding=QuITE2026.05 | 4.99 | 3.65 | |
| QuITE++2026.05 | 4.99 | 3.62 | |
| Warpformer2026.05 | 5.04 | 3.72 | |
| tPatchGNN2026.05 | 5.06 | 3.75 | |
| Hi-Patch2026.05 | 5.07 | 3.63 | |
| GraFITi2026.05 | 5.11 | 3.96 | |
| S-Mamba + QuITEBackbone=S-Mamba, Embedding=QuITE2026.05 | 5.11 | 3.67 | |
| GRU-D2026.05 | 5.76 | 4.53 | |
| mTAND2026.05 | 6.18 | 4.44 | |
| CRU2026.05 | 6.43 | 4.51 | |
| Latent-ODE2026.05 | 6.85 | 4.77 | |
| NeuralFlow2026.05 | 7.68 | 4.84 | |
| PatchTST + QuITEBackbone=PatchTST, Embedding=QuITE2026.05 | 10.62 | 5.17 | |
| Raindrop2026.05 | 10.63 | 6.02 | |
| TMix + QuITEBackbone=TMix, Embedding=QuITE2026.05 | 10.72 | 5.22 | |
| PatchMixer + QuITEBackbone=PatchMixer, Embedding=QuITE2026.05 | 11.88 | 5.62 |