Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | AutoCon | 0.223 | No | Self-Supervised Contrastive Learning for Long-te... | 2024-02-03 | Code |
| 2 | NLinear | 0.226 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 3 | SegRNN | 0.233 | No | SegRNN: Segment Recurrent Neural Network for Lon... | 2023-08-22 | Code |
| 4 | PatchTST/64 | 0.236 | No | A Time Series is Worth 64 Words: Long-term Forec... | 2022-11-27 | Code |
| 5 | FiLM | 0.24 | No | FiLM: Frequency improved Legendre Memory Model f... | 2022-05-18 | Code |
| 6 | PatchMixer | 0.243 | No | PatchMixer: A Patch-Mixing Architecture for Long... | 2023-10-01 | Code |
| 7 | SCINet | 0.25 | No | SCINet: Time Series Modeling and Forecasting wit... | 2021-06-17 | Code |
| 8 | Parallel Series Transformer | 0.286 | No | - | - | Code |
| 9 | Informer | 0.357 | No | Informer: Beyond Efficient Transformer for Long ... | 2020-12-14 | Code |
| 10 | DLinear | 0.359 | No | Are Transformers Effective for Time Series Forec... | 2022-05-26 | Code |
| 11 | QuerySelector | 0.373 | No | Long-term series forecasting with Query Selector... | 2021-07-19 | Code |
| 12 | Transformer | 0.4213 | No | Long-term series forecasting with Query Selector... | 2021-07-19 | Code |