Irregular Time Series Forecasting on MIMIC-III (h) 36 → 12 horizon
1.44MSEtPatchGNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| tPatchGNN2026.05 | 1.44 | 6.78 | |
| Warpformer2026.05 | 1.45 | 6.74 | |
| QuITE++2026.05 | 1.48 | 6.56 | |
| HyperIMTS2026.05 | 1.52 | 6.68 | |
| S-Mamba + QuITEBackbone=S-Mamba, Embedding=QuITE2026.05 | 1.52 | 6.64 | |
| TimeXer + QuITEBackbone=TimeXer, Embedding=QuITE2026.05 | 1.55 | 6.73 | |
| Hi-Patch2026.05 | 1.56 | 6.74 | |
| iTransformer + QuITEBackbone=iTransformer, Embedding=QuITE2026.05 | 1.56 | 6.78 | |
| GraFITi2026.05 | 1.61 | 7.16 | |
| Latent-ODE2026.05 | 1.9 | 7.92 | |
| NeuralFlow2026.05 | 1.97 | 8.39 | |
| CRU2026.05 | 2 | 8.16 | |
| mTAND2026.05 | 2.01 | 8.13 | |
| GRU-D2026.05 | 2.03 | 8.14 | |
| Raindrop2026.05 | 2.21 | 9.17 | |
| PatchTST + QuITEBackbone=PatchTST, Embedding=QuITE2026.05 | 3.82 | 11.84 | |
| PatchMixer + QuITEBackbone=PatchMixer, Embedding=QuITE2026.05 | 3.87 | 11.51 | |
| TMix + QuITEBackbone=TMix, Embedding=QuITE2026.05 | 3.87 | 11.63 |