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Add Autoformer, Transformer, and Fedformer for forecasting model #543

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jinniekyo opened this issue Nov 17, 2024 · 1 comment
Open
1 task

Add Autoformer, Transformer, and Fedformer for forecasting model #543

jinniekyo opened this issue Nov 17, 2024 · 1 comment
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enhancement New feature or request new algo Proposing to add a new model/algorithm

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@jinniekyo
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jinniekyo commented Nov 17, 2024

1. Model description

Autoformer, Transformer and Fedformer should be included in PyPOTS as an forecasting model.

@article{wu2021autoformer,
  title={Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting},
  author={Wu, Haixu and Xu, Jiehui and Wang, Jianmin and Long, Mingsheng},
  journal={Advances in neural information processing systems},
  volume={34},
  pages={22419--22430},
  year={2021}
}

@article{vaswani2017attention,
  title={Attention is all you need},
  author={Vaswani, A},
  journal={Advances in Neural Information Processing Systems},
  year={2017}
}

@inproceedings{zhou2022fedformer,
  title={Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting},
  author={Zhou, Tian and Ma, Ziqing and Wen, Qingsong and Wang, Xue and Sun, Liang and Jin, Rong},
  booktitle={International conference on machine learning},
  pages={27268--27286},
  year={2022},
  organization={PMLR}
}

2. Check open-source status

  • The model implementation is publicly available

3. Provide useful information for the implementation

No response

@jinniekyo jinniekyo added enhancement New feature or request new algo Proposing to add a new model/algorithm labels Nov 17, 2024
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Hi there 👋,

Thank you so much for your attention to PyPOTS! You can follow me on GitHub
to receive the latest news of PyPOTS. If you find PyPOTS helpful to your work, please star⭐️ this repository.
Your star is your recognition, which can help more people notice PyPOTS and grow PyPOTS community.
It matters and is definitely a kind of contribution to the community.

I have received your message and will respond ASAP. Thank you for your patience! 😃

Best,
Wenjie

@jinniekyo jinniekyo changed the title Request to Add a New Model Add Autoformer, Transformer, and Fedformer for forecasting model Nov 17, 2024
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