| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | Traffic | MSE0.246 | 278 | |
| Multivariate long-term series forecasting | Traffic (test) | MSE0.154 | 219 | |
| Multivariate Time Series Forecasting | Traffic | MSE0.341 | 200 | |
| Time series forecasting | traffic (test) | MSE0.0592 | 192 | |
| Multivariate long-term forecasting | Traffic | MSE0.336 | 159 | |
| Time Series Forecasting | Traffic | MSE0.081 | 145 | |
| Long-term time-series forecasting | Traffic (test) | MSE0.367 | 116 | |
| Multivariate Forecasting | Traffic | MSE0.3222 | 110 | |
| Long-term forecasting | Traffic | MSE0.366 | 65 | |
| Forecasting | Traffic | MSE0.0572 | 60 | |
| Adversarial Transfer Attack | Traffic | Degradation % (MSE)-146 | 45 | |
| Multivariate long-term time series forecasting | Traffic | MSE0.366 | 42 | |
| Probabilistic forecasting | Traffic | Q-Risk0.2542 | 40 | |
| Multivariate Time Series Forecasting | Traffic | RSE0.4162 | 40 | |
| Univariate Time Series Forecasting | traffic | MSE0.132 | 38 | |
| Multivariate Time Series Forecasting | Traffic (test) | RSE0.4777 | 36 | |
| Multivariate Time-series Forecasting | Traffic | MAE0.0257 | 32 | |
| Multivariate Long-term Time Series Forecasting | Traffic | MSE0.366 | 32 | |
| Short-term Time Series Forecasting | Traffic (test) | RSE0.4216 | 32 | |
| Time Series Forecasting | Traffic | MSE0.388 | 31 | |
| Time Series Forecasting | Traffic | MASE0.212 | 30 | |
| Univariate long-term forecasting | Traffic | MSE0.11 | 28 | |
| Probabilistic Forecasting | traffic | CRPS0.049 | 26 | |
| Video Reconstruction | Traffic | PSNR26.11 | 21 | |
| Long-term Time Series Forecasting | Traffic | RPD (%)-55 | 20 |