Time Series Forecasting on M3 Quarterly (sMAPE, MASE, OWA)
7.16sMAPEAR-KAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AR-KANHyperparameter search=grid search2025.09 | 7.16 | 0.81 | 0.721 | |
| TCNHyperparameter search=grid search2025.09 | 7.56 | 0.851 | 0.728 | |
| TimesNetHyperparameter search=grid search2025.09 | 7.61 | 0.914 | 0.761 | |
| FANHyperparameter search=grid search2025.09 | 7.92 | 0.869 | 0.785 | |
| LSTMHyperparameter search=grid search2025.09 | 8.12 | 0.937 | 0.798 | |
| Time-LLMHyperparameter search=grid search2025.09 | 10.04 | 1.119 | 1.359 | |
| ARIMAHyperparameter search=grid search2025.09 | 11.6 | 1.356 | 1.123 |