| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term Time Series Forecasting | Traffic | MSE0.246 | 362 | |
| Multivariate Time Series Forecasting | Traffic | MSE0.157 | 264 | |
| Time series forecasting | traffic (test) | MSE0.0592 | 251 | |
| Multivariate long-term series forecasting | Traffic (test) | MSE0.154 | 220 | |
| Multivariate long-term forecasting | Traffic | MSE0.336 | 165 | |
| Time Series Forecasting | Traffic | MSE0.081 | 157 | |
| Long-term time-series forecasting | Traffic (test) | MSE0.367 | 149 | |
| Multivariate Forecasting | Traffic | MSE0.3222 | 112 | |
| Multivariate long-term time series forecasting | Traffic | MSE0.353 | 93 | |
| Time Series Forecasting | Traffic | MSE0.375 | 75 | |
| Forecasting | Traffic | MSE0.0572 | 68 | |
| Long-term forecasting | Traffic | MSE0.366 | 65 | |
| Time Series Forecasting | Traffic | MSE0.388 | 51 | |
| 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 | |
| Univariate Time Series Forecasting | traffic | MSE0.132 | 38 | |
| Multivariate Time Series Forecasting | Traffic (test) | RSE0.4777 | 36 | |
| Model Selection | Traffic | Weighted Kendall's Tau0.702 | 32 | |
| 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 | MASE0.212 | 30 | |
| Univariate long-term forecasting | Traffic | MSE0.11 | 28 |