| Paper | Code | MSE | MAE | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition | ✓ Link | 0.338 | 0.363 | xPatch | 2024-12-23 |
| LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting | ✓ Link | 0.349 | 0.375 | LTBoost (drop_last=false) | 2024-10-21 |
| Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | ✓ Link | 0.353 | DiPE-Linear | 2024-11-26 | |
| TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting | ✓ Link | 0.358 | 0.38 | TSMixer | 2023-06-14 |
| PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting | ✓ Link | 0.359 | PRformer | 2024-08-20 | |
| Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping | ✓ Link | 0.366 | 0.385 | RLinear | 2023-05-18 |
| Mixture-of-Linear-Experts for Long-term Time Series Forecasting | ✓ Link | 0.399 | MoLE-DLinear | 2023-12-11 | |
| Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting | ✓ Link | 0.407 | 0.398 | TEFN | 2024-05-10 |