| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate Time Series Forecasting | Exchange Rate | RSE0.0174 | 36 | |
| Multivariate Time Series Forecasting | Exchange-Rate (test) | RSE0.0184 | 36 | |
| Time Series Forecasting | Exchange Rate | MSE0.0284 | 32 | |
| Short-term Time Series Forecasting | Exchange-Rate (test) | RSE0.0171 | 32 | |
| Long-term Forecasting | Exchange Rate (ExRate) | RMSE0.212 | 30 | |
| Long-term forecasting | Exchange Rate (test) | MSE0.061 | 28 | |
| Regression | Exchange-Rate | RMSE0.0203 | 14 | |
| Financial Forecasting | Exchange-rate 5 rolling-origin windows GPT-5.2 (test) | Sharpe Ratio4.214 | 10 | |
| Time Series Forecasting | Exchange-Rate GluonTS (test) | MAE0.666 | 8 | |
| Time Series Forecasting | Exchange Rate (Exch.) (test) | MSE0.712 | 8 | |
| Time Series Forecasting | Exchange rate (test) | MSE0.109 | 7 | |
| Long-term forecasting | Exchange Rate | Inference Time (s)0.43 | 6 | |
| Time Series Forecasting | Exchange Rate | 0.9-Risk Accuracy0.007 | 6 |