| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| M4 Quarterly | TimesFM 2.0 | MASE0.062 | 67 | 4d ago | |
| M4 Yearly | TimesFM 2.0 | MASE0.091 | 63 | 4d ago | |
| M4 Monthly | N-BEATS+TopAttn | SMAPE12.025 | 61 | 4d ago | |
| M4 (Others) | N-BEATS | SMAPE3.789 | 51 | 4d ago | |
| PEMS08 | IdealTSF | MSE0.069 | 47 | 4d ago | |
| PEMS04 | IdealTSF | MSE0.076 | 47 | 4d ago | |
| PEMS03 | IdealTSF | MSE0.049 | 41 | 4d ago | |
| PEMS07 | IdealTSF | MSE0.06 | 38 | 4d ago | |
| M4 (test) | CATS | SMAPE11.701 | 35 | 4d ago | |
| PEMS07 (test) | TQNet | MSE0.075 | 27 | 4d ago | |
| COVID-19 | FreTS | MAE0.123 | 26 | 4d ago | |
| M4 Weighted Average | Chimera | SMAPE11.618 | 16 | 3d ago | |
| Electricity | FreTS | MAE0.05 | 14 | 4d ago | |
| ECG | FreTS | MAE0.053 | 14 | 4d ago | |
| Traffic | FreTS | MAE0.011 | 14 | 4d ago | |
| Wiki | FreTS | MAE0.041 | 14 | 4d ago | |
| M4 | TimesNet | SMAPE11.829 | 13 | 3d ago | |
| Unemp | DLinear | MSE0.565 | 12 | 4d ago | |
| Power | vLinear | MSE1.231 | 12 | 4d ago | |
| DowJones | OLinear | MSE7.686 | 12 | 4d ago | |
| NASDAQ | vLinear | MSE0.118 | 12 | 4d ago | |
| ILI | vLinear | MSE1.391 | 12 | 4d ago | |
| PEMS08 (test) | SOFTS | MSE0.138 | 11 | 4d ago | |
| PEMS04 (test) | GTR | MSE0.087 | 11 | 4d ago | |
| PEMS03 (test) | GTR | MSE0.087 | 11 | 4d ago |
