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Update TransFace++

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Summary of Changes

Hello @DanJun6737, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request primarily focuses on updating documentation across several README files within the repository. The main goal is to announce recent academic achievements, specifically the acceptance of 'TransFace++' to TPAMI, and to enrich existing project documentation for 'TopoFR' and 'TransFace' with new resource links, including a Hugging Face demo for 'TopoFR' and updated publication details.

Highlights

  • TransFace++ Publication: The acceptance of the 'TransFace++' work to TPAMI has been announced in both the English and Chinese main README files.
  • TopoFR Documentation Enhancement: The 'TopoFR' project's README has been significantly updated to include a Hugging Face demo, an official NeurIPS proceedings link for the paper, and various other resource links. The BibTeX citation has also been updated with full publication details.
  • TransFace Resource Expansion: The 'TransFace' project's README now includes an expanded list of external links, providing more access points to its code, models, and related articles.
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Code Review

This pull request updates several README files to announce the acceptance of 'TransFace++' to TPAMI and adds related links and information. My review focuses on improving the structure and consistency of the documentation. I've pointed out issues with duplicated content in the main READMEs, invalid HTML structure, and minor formatting improvements for markdown link readability. These changes will help ensure the documentation is clear, consistent, and renders correctly.

Comment on lines 1 to 5
<h2 align="center">TopoFR: A Closer Look at Topology Alignment on Face Recognition
<h5 align="center"> If you like TopoFR, please give us a star ⭐ on GitHub for the latest update~
<h5 align="center"> <a href='https://huggingface.co/spaces/developer0hye/TopoFR-Face-Recognition'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Demo-blue'></a>

</h2>

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high

The HTML structure here is invalid because heading elements like <h5> cannot be nested inside another heading element like <h2>. This can cause rendering issues on some markdown parsers. Please move the <h5> tags to be siblings of the <h2> tag, not children.

Comment on lines 12 to +13
# News
- Our work [TransFace++](https://ieeexplore.ieee.org/document/11184862) got accepted to TPAMI ! (September 30th, 2025 UTC)

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medium

This file contains two 'News' sections. This new item is being added to both, which is redundant. To improve readability and maintainability, it's recommended to have a single, consolidated 'News' section. Please consider removing this shorter, top-level 'News' section and keeping only the more comprehensive one that starts around line 40.

Comment on lines 8 to +9
# 最新消息
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/abstract/document/11184862) 在期刊TPAMI上发表! (2025-09-30)

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medium

This file contains two news sections, one under # 最新消息 and another under # News. This is redundant and the English heading in a Chinese README is inconsistent. To improve clarity, consider merging them into a single section under the Chinese heading (# 最新消息).

<p>

# 最新消息
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/abstract/document/11184862) 在期刊TPAMI上发表! (2025-09-30)

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medium

The link for TransFace++ here (.../abstract/document/...) is different from the one in the English README.md (.../document/...). For consistency across documentation, it's recommended to use the same URL in both files.

Suggested change
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/abstract/document/11184862) 在期刊TPAMI上发表! (2025-09-30)
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/document/11184862) 在期刊TPAMI上发表! (2025-09-30)



# News
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/abstract/document/11184862) 在期刊TPAMI上发表! (2025-09-30)

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medium

The link for TransFace++ here (.../abstract/document/...) is different from the one in the English README.md (.../document/...). For consistency across documentation, it's recommended to use the same URL in both files.

Suggested change
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/abstract/document/11184862) 在期刊TPAMI上发表! (2025-09-30)
- Facechain算法创新工作[TransFace++](https://ieeexplore.ieee.org/document/11184862) 在期刊TPAMI上发表! (2025-09-30)

This is the official PyTorch implementation of ["[NeurIPS 2024] TopoFR: A Closer Look at Topology Alignment on Face Recognition"](https://proceedings.neurips.cc/paper_files/paper/2024/hash/419b6c974712adb884bfbbeea8e94d1b-Abstract-Conference.html).


[[Arxiv Version]](https://arxiv.org/abs/2410.10587) [[Code in Co-Author’s Rep.]](https://github.com/DanJun6737/TopoFR)[[机器之心]](https://www.jiqizhixin.com/articles/2024-10-17-6) [[CVer]](https://mp.weixin.qq.com/s/3NegnpJUGPfI_dOfkp_4LQ) [[CSDN]](https://blog.csdn.net/sunbaigui/article/details/143230746?spm=1001.2014.3001.5502)

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medium

For better readability of the markdown source code, it's a good practice to add spaces between adjacent link definitions.

Suggested change
[[Arxiv Version]](https://arxiv.org/abs/2410.10587) [[Code in Co-Author’s Rep.]](https://github.com/DanJun6737/TopoFR)[[机器之心]](https://www.jiqizhixin.com/articles/2024-10-17-6) [[CVer]](https://mp.weixin.qq.com/s/3NegnpJUGPfI_dOfkp_4LQ) [[CSDN]](https://blog.csdn.net/sunbaigui/article/details/143230746?spm=1001.2014.3001.5502)
[[Arxiv Version]](https://arxiv.org/abs/2410.10587) [[Code in Co-Author’s Rep.]](https://github.com/DanJun6737/TopoFR) [[机器之心]](https://www.jiqizhixin.com/articles/2024-10-17-6) [[CVer]](https://mp.weixin.qq.com/s/3NegnpJUGPfI_dOfkp_4LQ) [[CSDN]](https://blog.csdn.net/sunbaigui/article/details/143230746?spm=1001.2014.3001.5502)

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