PEMS03
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | PEMS03 | MSE0.065 | 176 | |
| Multivariate time series prediction | PEMS03 | MSE0.06 | 111 | |
| Traffic Flow Forecasting | PEMS03 (test) | MAE13.8 | 94 | |
| Time Series Forecasting | PEMS03 | MAEC17.583 | 39 | |
| Spatial-temporal Time Series Forecasting | PEMS03 | MAE13.8 | 35 | |
| Traffic Forecasting | PEMS03 60 minutes (test) | RMSE25.09 | 26 | |
| Traffic Flow Prediction | PeMS03 (test) | MAE13.78 | 24 | |
| Long-term time-series forecasting | PEMS03 (test) | MSE0.089 | 21 | |
| Backdoor Attack | PEMS03 | Mc20.17 | 20 | |
| Backdoor Defense in Time Series Forecasting | PEMS03 v1 (full) | MAE (c)17.628 | 16 | |
| Time Series Forecasting | PEMS03 BackTime Attack | MAE c16.093 | 16 | |
| Time Series Forecasting | PEMS03 Random Attack | MAE (c)16.263 | 16 | |
| Spatio-temporal forecasting | PeMS03 30 min 6-step | CRPSsum0.0305 | 16 | |
| Traffic Forecasting | PEMS03 120 minutes (test) | RMSE29.88 | 13 | |
| Traffic Forecasting | PEMS03 30 minutes (test) | RMSE22.89 | 13 | |
| Spatio-temporal Forecasting | PEMS03 5min | MAE15.04 | 13 | |
| Multivariate Time Series Forecasting | PEMS03 In-Distribution | MAE0.191 | 13 | |
| Time Series Forecasting | PEMS03 | MSE0.086 | 12 | |
| Short-term traffic forecasting | PeMS03 short-term traffic (test) | MSE0.104 | 12 | |
| Time-series Imputation | PEMS03 (test) | MSE0.022 | 11 | |
| Short-term Forecasting | PEMS03 (test) | MSE0.087 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 96 (test) | MSE0.164 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 48 (test) | MSE0.125 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 24 (test) | MSE0.085 | 11 | |
| Multivariate Forecasting | PEMS03 prediction length 12 (test) | MSE0.066 | 11 |
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