Paper | Code | MSE | MAE | ModelName | ReleaseDate |
---|---|---|---|---|---|
Mixture-of-Linear-Experts for Long-term Time Series Forecasting | ✓ Link | 0.178 | MoLE-RMLP | 2023-12-11 | |
Mixture-of-Linear-Experts for Long-term Time Series Forecasting | ✓ Link | 0.18 | MoLE-DLinear | 2023-12-11 | |
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting | ✓ Link | 0.185 | PRformer | 2024-08-20 | |
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition | ✓ Link | 0.190 | 0.281 | xPatch | 2024-12-23 |
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers | ✓ Link | 0.197 | PatchTST/64 | 2022-11-27 | |
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | ✓ Link | 0.198 | DiPE-Linear | 2024-11-26 | |
Are Transformers Effective for Time Series Forecasting? | ✓ Link | 0.203 | DLinear | 2022-05-26 | |
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting | ✓ Link | 0.253 | 0.325 | TEFN | 2024-05-10 |