M5
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | M5 | MSE0.0688 | 49 | |
| Time-series forecasting | M5 items | sCRPS0.667 | 22 | |
| Forecasting | M5 | MAE0.69 | 20 | |
| Macroscopic time series forecasting | M5 | SMAPE0.0227 | 20 | |
| Covariate selection for forecasting | M5 Forecasting | Mean NDCG0.92 | 16 | |
| Time Series Forecasting | m5 Chronos Benchmark II | WQL0.557 | 12 | |
| Time Series Forecasting | m5 | MASE0.557 | 12 | |
| Forecasting | M5 (test) | WRMSSE0.64 | 12 | |
| Macroscopic Time Series Forecasting | M5 interval 6 (test) | R0.5 Loss0.046 | 12 | |
| Time Series Forecasting | M5 Household H=4 (test) | MAE0.914 | 11 | |
| Forecasting | M5 (val) | WRMSSE0.568 | 9 | |
| Point forecasting | M5 5,000 series sampled | MAE1.1771 | 8 | |
| Object Detection | M5 HCM to LCM 400x 1.0 (test) | mAP33.8 | 8 | |
| Object Detection | M5 HCM to LCM 1000x 1.0 (test) | mAP37.5 | 8 | |
| Forecast accuracy and inventory performance | M5 CA_FOODS_1 (test) | RMSE2.207 | 7 | |
| Tail Coverage | M5 hard-visible (test) | Tail Coverage88.1 | 6 | |
| Tail Coverage | M5 easy-visible (test) | Tail Coverage86.8 | 6 | |
| Conformal Prediction | M5 | Average Coverage91.2 | 6 | |
| Time series forecasting | M5 Competition Store Level | M5 Daily Base RMSSE0.651 | 5 | |
| Forecasting | M5 private (test) | WRMSSE0.611 | 4 |
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