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 | |
| 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 | |
| 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 | |
| Multivariate time series forecasting | PEMS03 (7:1:2) | MSE0.091 | 10 | |
| Spatiotemporal Forecasting | PEMS03 Horizon 12 (test) | MAE15.88 | 8 | |
| Traffic flow forecasting | PeMS03 | RMSE27.84 | 7 | |
| Time Series Forecasting | pems03 | 0.5-Risk Accuracy20.28 | 6 | |
| Backdoor Defense in Time Series Forecasting | PEMS03 Up Trend attack pattern | MAEc (Random)17.721 | 5 |
Showing 25 of 28 rows