Time Series Forecasting on M1 Monthly
0.926MASEScaling
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ScalingArchitecture=MLP2026.01 | 0.926 | — | |
| OriginalArchitecture=MLP2026.01 | 0.93 | — | |
| RAFModel=Chronos Base (b), Context Length (C)=212024.11 | 0.93 | 0.157 | |
| MBBArchitecture=MLP2026.01 | 0.936 | — | |
| ScalingArchitecture=KAN2026.01 | 0.936 | — | |
| MBBArchitecture=KAN2026.01 | 0.939 | — | |
| JitterArchitecture=MLP2026.01 | 0.94 | — | |
| GrasyndaArchitecture=KAN2026.01 | 0.941 | — | |
| GrasyndaArchitecture=NHITS2026.01 | 0.945 | — | |
| DBAArchitecture=NHITS2026.01 | 0.948 | — | |
| ScalingArchitecture=NHITS2026.01 | 0.948 | — | |
| GrasyndaArchitecture=MLP2026.01 | 0.948 | — | |
| MBBArchitecture=NHITS2026.01 | 0.952 | — | |
| TSMixupArchitecture=MLP2026.01 | 0.954 | — | |
| TSMixupArchitecture=KAN2026.01 | 0.955 | — | |
| DBAArchitecture=KAN2026.01 | 0.957 | — | |
| OriginalArchitecture=KAN2026.01 | 0.961 | — | |
| JitterArchitecture=KAN2026.01 | 0.962 | — | |
| M-WarpArchitecture=MLP2026.01 | 0.968 | — | |
| JitterArchitecture=NHITS2026.01 | 0.97 | — | |
| OriginalArchitecture=NHITS2026.01 | 0.977 | — | |
| T-WarpArchitecture=NHITS2026.01 | 0.977 | — | |
| T-WarpArchitecture=MLP2026.01 | 0.977 | — | |
| TSMixupArchitecture=NHITS2026.01 | 0.978 | — | |
| M-WarpArchitecture=KAN2026.01 | 0.979 | — | |
| M-WarpArchitecture=NHITS2026.01 | 0.981 | — | |
| DBAArchitecture=MLP2026.01 | 0.985 | — | |
| T-WarpArchitecture=KAN2026.01 | 1.008 | — | |
| RAFModel=Chronos Base (b), Context Length (C)=182024.11 | 1.071 | 0.17 | |
| RAFModel=Chronos Mini (m), Context Length (C)=212024.11 | 1.073 | 0.155 | |
| BaseModel=Chronos Base (b), Context Length (C)=212024.11 | 1.077 | 0.174 | |
| BaseModel=Chronos Base (b), Context Length (C)=182024.11 | 1.117 | 0.175 | |
| BaseModel=Chronos Mini (m), Context Length (C)=212024.11 | 1.12 | 0.16 | |
| RAFModel=Chronos Mini (m), Context Length (C)=182024.11 | 1.121 | 0.16 | |
| BaseModel=Chronos Mini (m), Context Length (C)=182024.11 | 1.155 | 0.168 | |
| SNaiveArchitecture=NHITS2026.01 | 1.221 | — | |
| SNaiveArchitecture=MLP2026.01 | 1.221 | — | |
| SNaiveArchitecture=KAN2026.01 | 1.221 | — | |
| RAFModel=Chronos Mini (m), Context Length (C)=102024.11 | 1.277 | 0.174 | |
| RAFModel=Chronos Base (b), Context Length (C)=102024.11 | 1.28 | 0.17 | |
| BaseModel=Chronos Base (b), Context Length (C)=102024.11 | 1.298 | 0.18 | |
| BaseModel=Chronos Mini (m), Context Length (C)=102024.11 | 1.3 | 0.201 | |
| BaseModel=Chronos Mini (m), Context Length (C)=152024.11 | 1.3 | 0.168 | |
| RAFModel=Chronos Base (b), Context Length (C)=152024.11 | 1.3 | 0.159 | |
| BaseModel=Chronos Base (b), Context Length (C)=152024.11 | 1.307 | 0.167 | |
| RAFModel=Chronos Mini (m), Context Length (C)=152024.11 | 1.324 | 0.17 |