PeMS08
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Spatio-temporal forecasting | PEMS08 (test) | MAPE9.07 | 96 | |
| Short-term Forecasting | PEMS08 | MSE0.069 | 47 | |
| Multivariate Forecasting | PEMS08 (test) | MSE0.08 | 43 | |
| Traffic flow prediction | PeMS08 (test) | MAE13.17 | 34 | |
| Deterministic forecasting | PEMS08 TSFM-Bench | MSE0.293 | 15 | |
| Traffic Flow Forecasting | PeMS08 60min horizon | MAE18.84 | 14 | |
| Traffic Flow Forecasting | PeMS08 30min horizon | MAE16.41 | 14 | |
| Traffic Flow Forecasting | PeMS08 15min horizon | MAE15.26 | 14 | |
| Multivariate time series forecasting | PEMS08 | MAE@313.28 | 12 | |
| Short-term Forecasting | PEMS08 (test) | MSE0.138 | 11 | |
| Multivariate Forecasting | PEMS08 prediction length 96 (test) | MSE0.221 | 11 | |
| Multivariate Forecasting | PEMS08 prediction length 12 (test) | MSE0.079 | 11 | |
| Time steps prediction | PEMS08 17 - 24 steps | MAE18.47 | 10 | |
| Time steps prediction | PEMS08 1 - 8 steps | MAE14.39 | 10 | |
| Imputation | PEMS08 | MSE0.38 | 8 | |
| Time Series Imputation | PEMS08 MNAR (test) | MSE0.38 | 8 | |
| Spatiotemporal Forecasting | PEMS08 Horizon 12 (test) | MAE16.88 | 8 | |
| Backdoor Attack | PEMS08 | Mc19.73 | 5 | |
| Long-term forecasting | PEMS08 | MSE0.111 | 3 | |
| Imputation | PEMS08 MCAR 10/50/90% avg (test) | Metric- | 0 |
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