Time Series Forecasting on M4 Weekly
0.354MASEAR-KAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AR-KANHyperparameter search=grid search2025.09 | 0.354 | 0.509 | 5.67 | |
| LSTMHyperparameter search=grid search2025.09 | 0.414 | 0.565 | 6.28 | |
| ARIMAHyperparameter search=grid search2025.09 | 0.424 | 0.651 | 6.4 | |
| FANHyperparameter search=grid search2025.09 | 0.449 | 0.609 | 7.11 | |
| TCNHyperparameter search=grid search2025.09 | 0.468 | 0.582 | 6.3 | |
| TimesNetHyperparameter search=grid search2025.09 | 0.567 | 0.82 | 7.82 | |
| Time-LLMHyperparameter search=grid search2025.09 | 0.592 | 0.848 | 8.01 | |
| N-BEATSEnsemble Size=40 models, T range=2H to 5H2021.07 | 1.95 | 0.703 | — | |
| N-BEATS+TopAttnEnsemble Size=40 models, T range=2H to 5H2021.07 | 1.953 | 0.699 | — | |
| Winner M42021.07 | 2.356 | 0.851 | — | |
| Benchmark2021.07 | 2.432 | 0.926 | — | |
| Naive22021.07 | 2.777 | 1 | — | |
| PatchTST2025.08 | 3.157 | 1.134 | 9.821 | |
| PENGUIN2025.08 | 3.166 | 1.079 | 9.791 | |
| CATS2025.08 | 3.174 | 1.104 | 10.116 | |
| CycleNet/MLP2025.08 | 3.887 | 1.356 | 12.025 | |
| CycleNet/Linear2025.08 | 4.496 | 1.488 | 12.436 |