Metric: MSE (lower is better)
| # | Model↕ | MSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | xPatch | 0.291 | No | xPatch: Dual-Stream Time Series Forecasting with... | 2024-12-23 | Code |
| 2 | DiPE-Linear | 0.306 | No | Disentangled Interpretable Representation for Ef... | 2024-11-26 | Code |
| 3 | SegRNN | 0.31 | No | SegRNN: Segment Recurrent Neural Network for Lon... | 2023-08-22 | Code |
| 4 | RLinear-CI | 0.314 | No | Revisiting Long-term Time Series Forecasting: An... | 2023-05-18 | Code |
| 5 | MoLE-DLinear | 0.314 | No | Mixture-of-Linear-Experts for Long-term Time Ser... | 2023-12-11 | Code |
| 6 | PatchTST/64 | 0.314 | No | A Time Series is Worth 64 Words: Long-term Forec... | 2022-11-27 | Code |
| 7 | TSMixer | 0.316 | No | TSMixer: Lightweight MLP-Mixer Model for Multiva... | 2023-06-14 | Code |
| 8 | DLinear | 0.323 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 9 | PRformer | 0.326 | No | PRformer: Pyramidal Recurrent Transformer for Mu... | 2024-08-20 | Code |
| 10 | RLinear | 0.329 | No | Revisiting Long-term Time Series Forecasting: An... | 2023-05-18 | Code |
| 11 | TEFN | 0.352 | No | Time Evidence Fusion Network: Multi-source View ... | 2024-05-10 | Code |