[论文](https://steganography.live/reading-list/zh/papers/) / syncpool

后续扩展与可靠性

# Provably Secure Disambiguating Neural Linguistic Steganography

Yuang Qi, Kejiang Chen, Kai Zeng, Weiming Zhang, Nenghai Yu

首次 arXiv 提交：2024年3月26日 · IEEE TDSC 2025 (preprint 2024)

正式发表版本：2025年5月。

提出 SyncPool，在保持模型词元分布的同时解决子词切分歧义。方法将具有前缀关系的词元分组，并使用同步伪随机采样，使接收方从转换后的文本中恢复词元选择。

[阅读原文 ↗](https://ieeexplore.ieee.org/document/10804596) · [PDF ↗](https://arxiv.org/pdf/2403.17524) · [代码 ↗](https://github.com/7-yaya/SyncPool)

## 与 Neural Linguistic Steganography 的关系

论文在神经生成式隐写的背景下引用 Neural Linguistic Steganography，并解决现代词元级隐写共有的实现问题。它解决的分词可靠性问题，与秘密比特到词元的编码映射处于不同环节。

## 适用范围与边界

对有歧义的词元分组会损失可用于传输的熵，从而降低嵌入率。论文明确分析了可靠性与容量之间的这一权衡。

## 引用这篇论文

### 正式发表版本

Yuang Qi, Kejiang Chen, Kai Zeng, Weiming Zhang, Nenghai Yu. [Provably Secure Disambiguating Neural Linguistic Steganography](https://ieeexplore.ieee.org/document/10804596). IEEE Transactions on Dependable and Secure Computing, 2025

[正式发表版本 BibTeX](https://steganography.live/reading-list/papers/syncpool/publication.bib) · [正式发表版本 CSL-JSON](https://steganography.live/reading-list/papers/syncpool/publication.csl.json)
显示 BibTeX`@article{syncpool-publication,
  title = {{Provably Secure Disambiguating Neural Linguistic Steganography}},
  author = {Qi, Yuang and Chen, Kejiang and Zeng, Kai and Zhang, Weiming and Yu, Nenghai},
  year = {2025},
  journal = {IEEE Transactions on Dependable and Secure Computing},
  doi = {10.1109/TDSC.2024.3519322},
  pages = {2430--2442},
  volume = {22},
  number = {3},
  publisher = {IEEE},
  url = {https://ieeexplore.ieee.org/document/10804596}
}
`

### arXiv 预印本

Yuang Qi, Kejiang Chen, Kai Zeng, Weiming Zhang, Nenghai Yu. [Provably Secure Disambiguating Neural Linguistic Steganography](https://arxiv.org/abs/2403.17524v1). arXiv:2403.17524。首次提交：2024年3月26日。

该引用保留首个 arXiv 版本及其原始标题。版本链接区分后续修订；请引用支持所述结论的版本。

[arXiv 预印本 BibTeX](https://steganography.live/reading-list/papers/syncpool/preprint.bib) · [arXiv 预印本 CSL-JSON](https://steganography.live/reading-list/papers/syncpool/preprint.csl.json)
显示 BibTeX`@misc{syncpool-preprint,
  title = {{Provably Secure Disambiguating Neural Linguistic Steganography}},
  author = {Qi, Yuang and Chen, Kejiang and Zeng, Kai and Zhang, Weiming and Yu, Nenghai},
  year = {2024},
  publisher = {arXiv},
  eprint = {2403.17524v1},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2403.17524v1}
}
`

## 原始来源

- [原始来源 1](https://arxiv.org/abs/2403.17524)

- [原始来源 2](https://api.crossref.org/works/10.1109/TDSC.2024.3519322)

- [原始来源 3](https://arxiv.org/html/2403.17524v2)

## 阅读与复用

[论文记录 JSON](https://steganography.live/reading-list/papers/syncpool/record.json) · [中文 Markdown](https://steganography.live/reading-list/zh/papers/syncpool/index.md) · [返回完整清单](https://steganography.live/reading-list/zh/papers/#paper-syncpool)