Irregular Multivariate Time Series (IMTS) forecasting on LakeBeD-US OOD (GL4)
0.76Lake Level MSELakeFM
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LakeFM2026.06 | 0.76 | 0.61 | 0.63 | 0.64 | 0.63 | 0.55 | 0.71 | 0.52 | 4.74 | 1.96 | |
| LakeFM2026.06 | 0.76 | 0.61 | 0.63 | 0.64 | 0.63 | 0.55 | 0.71 | 0.52 | 4.74 | 1.96 | |
| Chronos22026.06 | 1.59 | 0.85 | 1.77 | 1.1 | 2.15 | 0.97 | 0.78 | 0.57 | 1.59 | 1.08 | |
| LPTM2026.06 | 1.8 | 0.91 | 1.84 | 1.13 | 2.32 | 1.06 | 0.7 | 0.54 | 1.61 | 1.14 | |
| MOMENT2026.06 | 1.8 | 0.91 | 1.81 | 1.12 | 2.31 | 1.06 | 0.7 | 0.54 | 1.61 | 1.14 | |
| MOIRAI2026.06 | 1.8 | 0.84 | 1.41 | 0.9 | 2.7 | 1 | 0.89 | 0.59 | 1.67 | 1.11 | |
| HyperIMTS2026.06 | 2.08 | 2.29 | 2.54 | 2.16 | 2.52 | 2.73 | 2.73 | 12.64 | 40,000 | 200 | |
| ReIMTS2026.06 | 2.29 | 22.64 | 2.56 | 23.27 | 2 | 37.35 | 15.46 | 1.24 | 3,000 | 47.64 | |
| iTransformer2026.06 | 5.9 | 1.56 | 1.68 | 1.14 | 16.45 | 2.88 | 0.93 | 0.6 | 3.7 | 1.76 |