Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SegRNN | 0.376 | No | SegRNN: Segment Recurrent Neural Network for Lon... | 2023-08-22 | Code |
| 2 | xPatch | 0.379 | No | xPatch: Dual-Stream Time Series Forecasting with... | 2024-12-23 | Code |
| 3 | PatchMixer | 0.381 | No | PatchMixer: A Patch-Mixing Architecture for Long... | 2023-10-01 | Code |
| 4 | LTBoost (drop_last=false) | 0.382 | No | - | - | Code |
| 5 | PRformer | 0.383 | No | PRformer: Pyramidal Recurrent Transformer for Mu... | 2024-08-20 | Code |
| 6 | RLinear | 0.391 | No | Revisiting Long-term Time Series Forecasting: An... | 2023-05-18 | Code |
| 7 | TEFN | 0.391 | No | Time Evidence Fusion Network: Multi-source View ... | 2024-05-10 | Code |
| 8 | FiLM | 0.394 | No | FiLM: Frequency improved Legendre Memory Model f... | 2022-05-18 | Code |
| 9 | TSMixer | 0.398 | No | TSMixer: Lightweight MLP-Mixer Model for Multiva... | 2023-06-14 | Code |
| 10 | TiDE | 0.398 | No | Long-term Forecasting with TiDE: Time-series Den... | 2023-04-17 | Code |
| 11 | TSMixer | 0.398 | No | TSMixer: Lightweight MLP-Mixer Model for Multiva... | 2023-06-14 | Code |
| 12 | PatchTST/64 | 0.4 | No | A Time Series is Worth 64 Words: Long-term Forec... | 2022-11-27 | Code |