Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting

LMS-AUTOTSF

article{delibasoglu2024lms,
  title={LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting},
  author={Delibasoglu, Ibrahim and Chakraborty, Sanjay and Heintz, Fredrik},
  journal={arXiv preprint arXiv:2412.06866},
  year={2024}
}

Learning Temporal Saliency for Time Series Forecasting with Cross-Scale Attention

CrossScaleNet

Results

Performanced comparison on public benchmark datasets

Acknowledgement

We appreciate the following GitHub repositories:

https://github.com/thuml/Time-Series-Library