PEMS04
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multivariate time series forecasting | PEMS04 | MSE0.073 | 107 | |
| Short-term Forecasting | PEMS04 | MSE0.076 | 58 | |
| Multivariate Forecasting | PEMS04 (test) | MSE0.08 | 41 | |
| Spatio-temporal forecasting | PeMS04 60 min 12-step | CRPSsum0.0128 | 16 | |
| Spatio-temporal forecasting | PeMS04 30 min 6-step | CRPSsum0.012 | 16 | |
| Spatio-temporal forecasting | PeMS04 15 min 3-step | CRPSsum0.0112 | 16 | |
| Traffic flow prediction | PeMS04 (test) | MAE18.321 | 15 | |
| Traffic Flow Forecasting | PeMS04 60min horizon | MAE22.82 | 14 | |
| Traffic Flow Forecasting | PeMS04 15min horizon | MAE19.25 | 14 | |
| Traffic Forecasting | PEMS04 48-step horizon | RMSE33.23 | 13 | |
| Traffic Forecasting | PEMS04 36-step horizon | RMSE32.52 | 13 | |
| Multivariate Time Series Forecasting | PEMS04 | MAE (Horizon 3)17.34 | 13 | |
| Short-term traffic forecasting | PeMS04 short-term traffic (test) | MSE0.125 | 12 | |
| Multivariate Forecasting | PEMS04 prediction length 96 (test) | MSE0.114 | 11 | |
| Multivariate Forecasting | PEMS04 prediction length 24 (test) | MSE0.084 | 11 | |
| Multivariate Forecasting | PEMS04 prediction length 12 (test) | MSE0.073 | 11 | |
| Spatio-temporal forecasting | PEMS04 USA | MAE19.15 | 10 | |
| Traffic Forecasting | PEMS04 standard (test) | MAE17.89 | 10 | |
| Time Series Imputation | PEMS04 MNAR averaged across missing ratios (test) | MSE0.24 | 8 | |
| Node features regression | PEMS04 (test) | MAE24.08 | 8 | |
| Spatiotemporal Forecasting | PEMS04 Horizon 12 (test) | MAE20.4 | 8 | |
| Backdoor Attack | PEMS04 | Mc Score23 | 5 | |
| Imputation | PEMS04 MCAR 10 50 90% avg (test) | Metric- | 0 |
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