| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | Traffic | MSE0.246 | 433 | |
| Time series forecasting | traffic (test) | MSE0.0592 | 334 | |
| Multivariate Time Series Forecasting | Traffic | MSE0.157 | 323 | |
| Multivariate long-term series forecasting | Traffic (test) | MSE0.154 | 226 | |
| Time Series Forecasting | Traffic | MSE0.081 | 211 | |
| Multivariate long-term forecasting | Traffic | MSE0.336 | 190 | |
| Long-term time-series forecasting | Traffic (test) | MSE0.367 | 182 | |
| Multivariate Forecasting | Traffic | MSE0.125 | 149 | |
| Multivariate long-term time series forecasting | Traffic | MSE0.353 | 119 | |
| Forecasting | Traffic | MAE0.1545 | 100 | |
| Long-term multivariate forecasting | Traffic (test) | MSE0.36 | 76 | |
| Time Series Forecasting | Traffic | MSE0.375 | 75 | |
| Long-term forecasting | Traffic | MSE0.366 | 65 | |
| Time-series forecasting | Traffic | MAE0.268 | 58 | |
| Univariate Time Series Forecasting | traffic | MSE0.132 | 52 | |
| Time Series Forecasting | Traffic | MSE0.388 | 51 | |
| Time Series Forecasting | Traffic | MAE0.257 | 50 | |
| Multivariate Time Series Forecasting | Traffic | MAE0.239 | 48 | |
| Multivariate Time Series Forecasting | Traffic | MSE0.331 | 48 | |
| Probabilistic Forecasting | traffic | CRPS0.049 | 48 | |
| Adversarial Transfer Attack | Traffic | Degradation % (MSE)-146 | 45 | |
| Probabilistic forecasting | Traffic | Q-Risk0.2542 | 40 | |
| Multivariate Time Series Forecasting | Traffic | RSE0.4162 | 40 | |
| Long-term forecasting | Traffic | MSE0.396 | 39 | |
| Multivariate Time Series Forecasting | Traffic (test) | RSE0.4777 | 36 |