Time Series Forecasting on Exchange Rate Input Length 100
5.46RMSE (H=1)Dlinear
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DlinearESE Augmentation=With ESE2026.06 | 5.46 | 7.41 | 10.37 | 14.55 | 5.1 | 6.57 | 9.45 | 12.95 | |
| SCINetESE Augmentation=With ESE2026.06 | 5.48 | 7.44 | 10.33 | 14.57 | 5.15 | 6.65 | 9.31 | 13.28 | |
| TimeLLMESE Augmentation=With ESE2026.06 | 5.49 | 7.53 | 10.62 | 14.83 | 5.18 | 6.63 | 9.39 | 12.92 | |
| FiLMESE Augmentation=With ESE2026.06 | 5.51 | 7.47 | 10.54 | 14.57 | 5.22 | 6.84 | 9.4 | 13.4 | |
| TPGNNESE Augmentation=With ESE2026.06 | 5.51 | 7.45 | 10.51 | 14.81 | 5.18 | 6.72 | 9.51 | 13.48 | |
| NlinearESE Augmentation=With ESE2026.06 | 5.52 | 7.44 | 10.36 | 14.54 | 5.17 | 6.62 | 9.4 | 12.96 | |
| KVAEESE Augmentation=With ESE2026.06 | 5.54 | 7.56 | 10.67 | 14.75 | 5.19 | 6.84 | 9.49 | 13.63 | |
| PatchTSTESE Augmentation=With ESE2026.06 | 5.55 | 7.41 | 10.39 | 14.61 | 5.2 | 6.6 | 9.3 | 13.32 | |
| InformerESE Augmentation=With ESE2026.06 | 5.56 | 7.49 | 10.5 | 14.66 | 5.2 | 6.61 | 9.59 | 13.34 | |
| LSTMESE Augmentation=With ESE2026.06 | 5.62 | 7.58 | 10.54 | 14.71 | 5.26 | 6.73 | 9.49 | 13.36 | |
| DeepARESE Augmentation=With ESE2026.06 | 5.62 | 7.52 | 10.53 | 14.65 | 5.29 | 6.74 | 9.61 | 13.59 | |
| ARIMAESE Augmentation=With ESE2026.06 | 5.71 | 7.63 | 10.58 | 14.85 | 5.29 | 6.92 | 9.62 | 13.55 | |
| DlinearESE Augmentation=No ESE2026.06 | 5.88 | 7.55 | 10.59 | 15.18 | 5.41 | 6.68 | 9.71 | 14.21 | |
| SCINetESE Augmentation=No ESE2026.06 | 5.9 | 7.6 | 10.47 | 15.3 | 5.5 | 6.94 | 9.58 | 14.87 | |
| TimeLLMESE Augmentation=No ESE2026.06 | 5.91 | 7.57 | 10.49 | 14.96 | 5.52 | 6.67 | 9.46 | 13.84 | |
| FiLMESE Augmentation=No ESE2026.06 | 5.93 | 7.72 | 10.76 | 15.34 | 5.54 | 7.02 | 9.73 | 14.45 | |
| NlinearESE Augmentation=No ESE2026.06 | 5.96 | 7.58 | 10.6 | 15.06 | 5.46 | 6.79 | 9.85 | 14.17 | |
| ESEConfig=Standard2026.06 | 6.01 | 7.6 | 10.69 | 15.31 | 5.52 | 6.75 | 9.87 | 14.49 | |
| InformerESE Augmentation=No ESE2026.06 | 6.01 | 7.67 | 10.6 | 15.29 | 5.46 | 6.79 | 9.85 | 14.17 | |
| PatchTSTESE Augmentation=No ESE2026.06 | 6.04 | 7.45 | 10.63 | 15.32 | 5.57 | 6.72 | 9.63 | 14.7 | |
| KVAEESE Augmentation=No ESE2026.06 | 6.05 | 7.65 | 10.81 | 15.24 | 5.59 | 6.94 | 9.85 | 14.56 | |
| DeepARESE Augmentation=No ESE2026.06 | 6.08 | 7.62 | 10.62 | 15.2 | 5.61 | 6.86 | 9.9 | 14.53 | |
| TPGNNESE Augmentation=No ESE2026.06 | 6.09 | 7.53 | 10.64 | 15.24 | 5.63 | 6.76 | 9.75 | 14.88 | |
| LSTMESE Augmentation=No ESE2026.06 | 6.17 | 7.71 | 10.77 | 15.37 | 5.67 | 6.87 | 9.87 | 14.71 | |
| VARConfig=Standard2026.06 | 6.82 | 7.84 | 10.84 | 15.46 | 5.92 | 7.1 | 9.93 | 15.03 | |
| ARIMAESE Augmentation=No ESE2026.06 | 6.82 | 7.84 | 10.84 | 15.46 | 5.68 | 7.02 | 10.06 | 15.14 |