Paper | Code | MSE | MAE | ModelName | ReleaseDate |
---|---|---|---|---|---|
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition | ✓ Link | 0.140 | 0.232 | xPatch | 2024-12-23 |
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns | ✓ Link | 0.144 | 0.237 | CycleNet | 2024-09-27 |
Mixture-of-Linear-Experts for Long-term Time Series Forecasting | ✓ Link | 0.147 | MoLE-DLinear | 2023-12-11 | |
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers | ✓ Link | 0.147 | PatchTST/64 | 2022-11-27 | |
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting | ✓ Link | 0.148 | PRformer | 2024-08-20 | |
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | ✓ Link | 0.148 | DiPE-Linear | 2024-11-26 | |
Are Transformers Effective for Time Series Forecasting? | ✓ Link | 0.153 | DLinear | 2022-05-26 | |
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting | ✓ Link | 0.197 | 0.276 | TEFN | 2024-05-10 |