Time Series Forecasting on Exchange Rate Input Length 50
6.11RMSE (H=1)TPGNN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TPGNNESE Augmentation=No ESE2026.06 | 6.11 | 7.81 | 11.06 | 16.21 | 5.59 | 7.05 | 10.07 | 15.35 | |
| SCINetESE Augmentation=No ESE2026.06 | 6.14 | 7.98 | 10.93 | 16.02 | 5.5 | 6.64 | 9.9 | 15.26 | |
| DlinearESE Augmentation=With ESE2026.06 | 6.19 | 7.95 | 11.1 | 15.43 | 5.4 | 6.76 | 9.81 | 14.12 | |
| DeepARESE Augmentation=No ESE2026.06 | 6.22 | 7.95 | 11.13 | 16.53 | 5.59 | 7.1 | 10.2 | 15.14 | |
| LSTMESE Augmentation=No ESE2026.06 | 6.27 | 8.01 | 11.05 | 16.21 | 5.69 | 6.84 | 9.83 | 15.7 | |
| SCINetESE Augmentation=With ESE2026.06 | 6.27 | 8.09 | 10.92 | 15.42 | 5.51 | 6.83 | 9.75 | 14.05 | |
| DlinearESE Augmentation=No ESE2026.06 | 6.29 | 8.04 | 10.99 | 15.99 | 5.38 | 6.81 | 9.86 | 15.26 | |
| TPGNNESE Augmentation=With ESE2026.06 | 6.31 | 7.76 | 11.25 | 15.63 | 5.7 | 7.05 | 9.97 | 14.54 | |
| LSTMESE Augmentation=With ESE2026.06 | 6.33 | 7.83 | 11.28 | 15.65 | 5.61 | 6.81 | 10.01 | 14.61 | |
| PatchTSTESE Augmentation=No ESE2026.06 | 6.33 | 7.74 | 11.13 | 16.33 | 5.29 | 6.89 | 9.82 | 15.73 | |
| NlinearESE Augmentation=No ESE2026.06 | 6.34 | 8 | 10.96 | 16.34 | 5.39 | 6.75 | 9.7 | 15.56 | |
| NlinearESE Augmentation=With ESE2026.06 | 6.34 | 7.92 | 11.11 | 15.49 | 5.53 | 6.72 | 9.82 | 14.26 | |
| TimeLLMESE Augmentation=With ESE2026.06 | 6.36 | 7.91 | 11.51 | 14.97 | 6.16 | 7.12 | 9.79 | 14.28 | |
| DeepARESE Augmentation=With ESE2026.06 | 6.4 | 7.93 | 11.4 | 15.79 | 5.79 | 7.11 | 10.21 | 15.02 | |
| InformerESE Augmentation=No ESE2026.06 | 6.44 | 7.79 | 11.22 | 16.12 | 5.39 | 6.75 | 9.7 | 15.56 | |
| VARConfig=Standard2026.06 | 6.46 | 8.08 | 11.28 | 17.07 | 5.74 | 7.08 | 10.23 | 15.64 | |
| ARIMAESE Augmentation=No ESE2026.06 | 6.46 | 8.08 | 11.28 | 17.07 | 5.6 | 7.05 | 10.24 | 15.29 | |
| PatchTSTESE Augmentation=With ESE2026.06 | 6.46 | 7.8 | — | 15.61 | 5.52 | 6.87 | 9.83 | 14.37 | |
| ESEConfig=Standard2026.06 | 6.48 | 8.17 | 11.2 | 15.97 | 5.38 | 6.82 | 9.82 | 15.73 | |
| KVAEESE Augmentation=With ESE2026.06 | 6.48 | 8.18 | 11.3 | 15.69 | 5.45 | 6.84 | 10.13 | 14.89 | |
| InformerESE Augmentation=With ESE2026.06 | 6.49 | 7.89 | 11.19 | 15.59 | 5.55 | 7.07 | 9.88 | 14.47 | |
| FiLMESE Augmentation=No ESE2026.06 | 6.5 | 8.15 | 11.29 | 16.58 | 5.5 | 6.76 | 10.03 | 15.25 | |
| ARIMAESE Augmentation=With ESE2026.06 | 6.52 | 8.03 | 11.46 | 15.83 | 5.73 | 7.14 | 10.22 | 15.16 | |
| FiLMESE Augmentation=With ESE2026.06 | 6.57 | 8.12 | 11.29 | 15.67 | 5.7 | 6.93 | 10.07 | 14.63 | |
| KVAEESE Augmentation=No ESE2026.06 | 6.57 | 8.1 | 11.3 | 16.61 | 5.46 | 6.69 | 10.24 | 15.31 | |
| TimeLLMESE Augmentation=No ESE2026.06 | 6.58 | 8.09 | 10.93 | 15.82 | 5.42 | 7.15 | 10.14 | 13.47 |