| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| M4 Yearly | TimesFM 2.0 | MASE0.091 | 168 | 1mo ago | |
| M4 Quarterly | TimesFM 2.0 | MASE0.062 | 166 | 1mo ago | |
| M4 Monthly | IdealTSF-Mixer | MASE0.709 | 150 | 1mo ago | |
| PEMS03 | IdealTSF | MAE0.147 | 146 | 29d ago | |
| M4 (Others) | N-BEATS | SMAPE3.789 | 108 | 1mo ago | |
| PEMS07 | RAVEN | MAE0.153 | 99 | 29d ago | |
| PEMS08 | IdealTSF | MSE0.069 | 95 | 29d ago | |
| PEMS04 | RAVEN | MSE0.074 | 95 | 29d ago | |
| M4 | PatchTST + xCPD | SMAPE4.633 | 74 | 4mo ago | |
| Power | vLinear | MSE1.231 | 60 | 2mo ago | |
| NASDAQ | ReNF | MSE0.114 | 60 | 2mo ago | |
| M4 Weighted Average | Chimera | SMAPE11.618 | 57 | 1mo ago | |
| M4 (test) | CATS | SMAPE11.701 | 35 | 4mo ago | |
| EPF BE | Aura | MSE0.346 | 33 | 4mo ago | |
| EPF PJM | Aurora | MSE0.084 | 33 | 4mo ago | |
| PEMS07 (test) | TQNet | MSE0.075 | 27 | 4mo ago | |
| COVID-19 | FreTS | MAE0.123 | 26 | 4mo ago | |
| EPF DE | TimeXer | MSE0.44 | 22 | 4mo ago | |
| EPF FR | TimeXer | MSE0.381 | 22 | 4mo ago | |
| EPF NP | TimeXer | MSE0.238 | 22 | 4mo ago | |
| Hungary Chickenpox | MVEN | SMAPE76.78 | 15 | 4mo ago | |
| Colombia Dengue | GCEN | SMAPE29.24 | 15 | 4mo ago | |
| Belgium COVID-19 | GCEN | SMAPE46.99 | 15 | 4mo ago | |
| USA ILI | STESN | SMAPE28.71 | 15 | 4mo ago | |
| China TB | GCEN | SMAPE12.59 | 15 | 4mo ago |
