Metric: MSE (lower is better)
| # | Model↕ | MSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | xPatch | 0.14 | No | xPatch: Dual-Stream Time Series Forecasting with... | 2024-12-23 | Code |
| 2 | CycleNet | 0.144 | No | CycleNet: Enhancing Time Series Forecasting thro... | 2024-09-27 | Code |
| 3 | MoLE-DLinear | 0.147 | No | Mixture-of-Linear-Experts for Long-term Time Ser... | 2023-12-11 | Code |
| 4 | PatchTST/64 | 0.147 | No | A Time Series is Worth 64 Words: Long-term Forec... | 2022-11-27 | Code |
| 5 | PRformer | 0.148 | No | PRformer: Pyramidal Recurrent Transformer for Mu... | 2024-08-20 | Code |
| 6 | DiPE-Linear | 0.148 | No | Disentangled Interpretable Representation for Ef... | 2024-11-26 | Code |
| 7 | GLinear | 0.1494 | No | Bridging Simplicity and Sophistication using GLi... | 2025-01-02 | Code |
| 8 | DLinear | 0.153 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 9 | TEFN | 0.197 | No | Time Evidence Fusion Network: Multi-source View ... | 2024-05-10 | Code |