Time Series Forecasting on Exchange Rate Input Length 200
5.08RMSE (H=1)TimeLLM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TimeLLMESE Augmentation=With ESE2026.06 | 5.08 | 6.64 | 9.1 | 12.67 | 4.89 | 6.13 | 8.42 | 12.5 | |
| SCINetESE Augmentation=With ESE2026.06 | 5.1 | 6.75 | 9.11 | 12.89 | 5 | 6.14 | 8.56 | 12.64 | |
| DlinearESE Augmentation=With ESE2026.06 | 5.14 | 6.61 | 9.06 | 12.72 | 4.91 | 6.09 | 8.39 | 12.49 | |
| NlinearESE Augmentation=With ESE2026.06 | 5.19 | 6.65 | 9.07 | 12.76 | 4.91 | 6.12 | 8.43 | 12.58 | |
| PatchTSTESE Augmentation=With ESE2026.06 | 5.25 | 6.55 | 9.02 | 12.53 | 4.92 | 5.98 | 8.36 | 12.3 | |
| InformerESE Augmentation=With ESE2026.06 | 5.27 | 6.77 | 9.12 | 12.95 | 5 | 6.17 | 8.61 | 12.66 | |
| LSTMESE Augmentation=With ESE2026.06 | 5.31 | 6.75 | 9.07 | 12.81 | 5.01 | 6.13 | 8.48 | 12.62 | |
| FiLMESE Augmentation=With ESE2026.06 | 5.32 | 6.8 | 9.18 | 12.96 | 5.04 | 6.19 | 8.63 | 12.76 | |
| KVAEESE Augmentation=With ESE2026.06 | 5.33 | 6.78 | 9.12 | 12.95 | 5 | 6.19 | 8.63 | 12.76 | |
| TPGNNESE Augmentation=With ESE2026.06 | 5.43 | 6.58 | 9.03 | 12.63 | 4.94 | 6.06 | 8.4 | 12.45 | |
| DeepARESE Augmentation=With ESE2026.06 | 5.48 | 6.84 | 9.22 | 13.05 | 4.97 | 6.21 | 8.65 | 12.82 | |
| ARIMAESE Augmentation=With ESE2026.06 | 5.56 | 7.02 | 9.23 | 13.36 | 4.93 | 6.22 | 8.66 | 12.89 | |
| InformerESE Augmentation=No ESE2026.06 | 5.83 | 7.59 | 10.56 | 14.98 | 5.25 | 6.65 | 9.41 | 14.06 | |
| SCINetESE Augmentation=No ESE2026.06 | 5.85 | 7.88 | 10.84 | 15.85 | 5.28 | 6.53 | 9.41 | 13.93 | |
| TimeLLMESE Augmentation=No ESE2026.06 | 5.86 | 7.46 | 10.37 | 15.64 | 5.26 | 6.63 | 9.21 | 13.95 | |
| FiLMESE Augmentation=No ESE2026.06 | 6.02 | 7.88 | 11.32 | 14.9 | 5.34 | 6.63 | 9.42 | 13.95 | |
| LSTMESE Augmentation=No ESE2026.06 | 6.05 | 8.061 | 10.87 | 16.02 | 5.39 | 6.58 | 9.26 | 13.91 | |
| DlinearESE Augmentation=No ESE2026.06 | 6.05 | 7.65 | 10.98 | 16.24 | 5.22 | 6.6 | 9.36 | 14.03 | |
| PatchTSTESE Augmentation=No ESE2026.06 | 6.09 | 7.5 | 10.43 | 16.2 | 5.3 | 6.51 | 9.32 | 13.86 | |
| ESEConfig=Standard2026.06 | 6.1 | 7.5 | 10.3 | 16.26 | 5.26 | 6.57 | 9.29 | 13.96 | |
| NlinearESE Augmentation=No ESE2026.06 | 6.11 | 7.76 | 10.87 | 16 | 5.25 | 6.65 | 9.41 | 14.06 | |
| TPGNNESE Augmentation=No ESE2026.06 | 6.13 | 7.77 | 10.88 | 15.86 | 5.19 | 6.53 | 9.37 | 13.97 | |
| KVAEESE Augmentation=No ESE2026.06 | 6.17 | 7.71 | 10.94 | 15.86 | 5.29 | 6.58 | 9.3 | 14.01 | |
| VARConfig=Standard2026.06 | 6.33 | 8.19 | 11.32 | 15.69 | 5.39 | 6.65 | 9.44 | 14.13 | |
| ARIMAESE Augmentation=No ESE2026.06 | 6.33 | 8.19 | 11.32 | 15.69 | 5.28 | 6.65 | 9.53 | 13.93 | |
| DeepARESE Augmentation=No ESE2026.06 | 6.37 | 7.91 | 10.9 | 15.77 | 5.29 | 6.7 | 9.38 | 13.91 |