Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add ImputeFormer #451

Open
1 task done
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
Labels
enhancement New feature or request new algo Proposing to add a new model/algorithm

Comments

@WenjieDu
Copy link
Owner

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
Copy link
Owner Author

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.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
enhancement New feature or request new algo Proposing to add a new model/algorithm
Projects
None yet
Development

No branches or pull requests

1 participant