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Add ImputeFormer #451

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WenjieDu opened this issue Jun 29, 2024 · 1 comment
Open
1 task done

Add ImputeFormer #451

WenjieDu opened this issue Jun 29, 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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@WenjieDu
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1. Model description

ImputeFormer should be included in PyPOTS as an imputation model.

@article{nie2023imputeformer,
  title={ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation},
  author={Nie, Tong and Qin, Guoyang and Ma, Wei and Mei, Yuewen and Sun, Jian},
  journal={arXiv preprint arXiv:2312.01728},
  year={2023}
}

2. Check open-source status

  • The model implementation is publicly available

3. Provide useful information for the implementation

https://github.com/tongnie/ImputeFormer

@WenjieDu WenjieDu added enhancement New feature or request new algo Proposing to add a new model/algorithm labels Jun 29, 2024
@WenjieDu
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WenjieDu commented Jul 2, 2024

We are currently using SAITS loss to train ImputeFormer in PyPOTS. Tong @tongnie will make a PR to apply the original loss function of ImputeFormer soon.

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Labels
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