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SLAN: State-space Linear Attention Network with Meta Guidance and Chunk-wise Fusion for Long-term Time Series Forecasting


SLAN framework

🎉Usage

🔧Setup

The required dependencies for this project are listed in requirements.txt. You can install them using pip with the following command:

pip install -r requirements.txt

(Optional) If you still encounter the package missing problem, you can refer to the requirements.txt file to download the packages you need.

If you encounter other environment setting problems not mentioned in this README file, please contact us to report your problems or open an issue.

🔥Quick Demos

You can use the following instruction in the root path of this repository to run the training process:

bash scripts/SLAN.sh

If you want to customize the training, you can modify the parameters in scripts/SLAN_ETTh1.sh to adjust batch size, learning rate, mask rates, or other hyperparameters.

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