Currency Exchange Rate Prediction on 16 Currencies (Specific Timeframe)
5.461RMSEDlinear
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DlinearESE integration=With ESE2026.06 | 5.461 | 5.102 | 1.174 | 0.586 | 0.62 | |
| SCINetESE integration=With ESE2026.06 | 5.481 | 5.148 | 1.174 | 0.59 | 0.77 | |
| TimeLLMESE integration=With ESE2026.06 | 5.487 | 5.186 | 1.167 | 0.599 | 0.54 | |
| FiLMESE integration=With ESE2026.06 | 5.508 | 5.219 | 1.179 | 0.597 | 0.64 | |
| TPGNNESE integration=With ESE2026.06 | 5.512 | 5.183 | 1.177 | 0.594 | 0.64 | |
| NlinearESE integration=With ESE2026.06 | 5.518 | 5.171 | 1.179 | 0.593 | 0.64 | |
| KVAEESE integration=With ESE2026.06 | 5.538 | 5.192 | 1.182 | 0.595 | 0.5 | |
| PatchTSTESE integration=With ESE2026.06 | 5.546 | 5.203 | 1.181 | 0.595 | 0.49 | |
| InformerESE integration=With ESE2026.06 | 5.563 | 5.204 | 1.182 | 0.595 | 0.45 | |
| LSTMESE integration=With ESE2026.06 | 5.621 | 5.257 | 1.19 | 0.601 | 0.58 | |
| DeepARESE integration=With ESE2026.06 | 5.622 | 5.287 | 1.189 | 0.604 | 0.55 | |
| ARIMAESE integration=With ESE2026.06 | 5.709 | 5.291 | 1.197 | 0.604 | 0.24 | |
| DlinearESE integration=No ESE2026.06 | 5.878 | 5.405 | 1.212 | 0.603 | 6.33 | |
| SCINetESE integration=No ESE2026.06 | 5.899 | 5.502 | 1.184 | 0.603 | 8.82 | |
| TimeLLMESE integration=No ESE2026.06 | 5.913 | 5.524 | 1.182 | 0.603 | 4.53 | |
| FiLMESE integration=No ESE2026.06 | 5.929 | 5.544 | 1.218 | 0.612 | 6.69 | |
| NlinearESE integration=No ESE2026.06 | 5.963 | 5.459 | 1.214 | 0.608 | 6.71 | |
| ESEESE integration=Stand-alone2026.06 | 6.01 | 5.52 | 1.183 | 0.6 | 0.22 | |
| InformerESE integration=No ESE2026.06 | 6.012 | 5.585 | 1.219 | 0.608 | 3.58 | |
| PatchTSTESE integration=No ESE2026.06 | 6.039 | 5.568 | 1.209 | 0.607 | 4.32 | |
| KVAEESE integration=No ESE2026.06 | 6.054 | 5.591 | 1.204 | 0.604 | 4.39 | |
| DeepARESE integration=No ESE2026.06 | 6.078 | 5.606 | 1.219 | 0.61 | 5.19 | |
| TPGNNESE integration=No ESE2026.06 | 6.088 | 5.633 | 1.182 | 0.601 | 6.75 | |
| LSTMESE integration=No ESE2026.06 | 6.168 | 5.668 | 1.218 | 0.604 | 5.71 | |
| ARIMAESE integration=No ESE2026.06 | 6.274 | 5.681 | 1.28 | 0.629 | 0.19 | |
| VARESE integration=None2026.06 | 6.823 | 5.917 | 1.248 | 0.653 | — |