Paper | Code | MSE | MAE | ModelName | ReleaseDate |
---|---|---|---|---|---|
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting | ✓ Link | 0.053 | 0.18 | SegRNN | 2023-08-22 |
Are Transformers Effective for Time Series Forecasting? | ✓ Link | 0.053 | 0.177 | NLinear | 2022-05-26 |
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting | ✓ Link | 0.054 | 0.179 | PatchMixer | 2023-10-01 |
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting | ✓ Link | 0.055 | 0.178 | FiLM | 2022-05-18 |
Are Transformers Effective for Time Series Forecasting? | ✓ Link | 0.056 | 0.18 | DLinear | 2022-05-26 |
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers | ✓ Link | 0.059 | 0.189 | PatchTST/64 | 2022-11-27 |