Metric: MSE (lower is better)
| # | Model↕ | MSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | xPatch | 0.156 | No | xPatch: Dual-Stream Time Series Forecasting with... | 2024-12-23 | Code |
| 2 | TSMixer | 0.158 | No | TSMixer: Lightweight MLP-Mixer Model for Multiva... | 2023-06-14 | Code |
| 3 | PRformer | 0.161 | No | PRformer: Pyramidal Recurrent Transformer for Mu... | 2024-08-20 | Code |
| 4 | MoLE-DLinear | 0.162 | No | Mixture-of-Linear-Experts for Long-term Time Ser... | 2023-12-11 | Code |
| 5 | DiPE-Linear | 0.162 | No | Disentangled Interpretable Representation for Ef... | 2024-11-26 | Code |
| 6 | PatchTST/64 | 0.163 | No | A Time Series is Worth 64 Words: Long-term Forec... | 2022-11-27 | Code |
| 7 | GLinear | 0.1651 | No | Bridging Simplicity and Sophistication using GLi... | 2025-01-02 | Code |
| 8 | GLinear | 0.1651 | No | Bridging Simplicity and Sophistication using GLi... | 2025-01-02 | Code |
| 9 | DLinear | 0.169 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 10 | TEFN | 0.212 | No | Time Evidence Fusion Network: Multi-source View ... | 2024-05-10 | Code |