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智能体通信

# Secret Collusion among AI Agents: Multi-Agent Deception via Steganography

Sumeet Ramesh Motwani, Mikhail Baranchuk, Martin Strohmeier, Vijay Bolina, Philip H.S. Torr, Lewis Hammond, Christian Schroeder de Witt

首次 arXiv 提交：2024年2月12日 · NeurIPS 2024

正式发表版本：2024年。

形式化生成式 AI 智能体之间的秘密串通，并设计对隐蔽通信和协调能力的评估。论文研究单智能体与多智能体设置，同时分析监控及其他缓解措施的假设与限制。

[阅读原文 ↗](https://proceedings.neurips.cc/paper_files/paper/2024/hash/861f7dad098aec1c3560fb7add468d41-Abstract-Conference.html) · [PDF ↗](https://proceedings.nips.cc/paper_files/paper/2024/file/861f7dad098aec1c3560fb7add468d41-Paper-Conference.pdf)

## 与 Neural Linguistic Steganography 的关系

第 2 节将 Ziegler 等人 2019 年的工作列为使用算术编码生成隐写文本的早期方法。这篇论文研究更广泛的智能体安全问题，没有把自己的方法描述为 STEGASURAS 实现的扩展。

## 适用范围与边界

实验所评估的模型在高级隐写任务上的能力有限，作者提出需要更复杂的多智能体和真实环境评估。这些实验不证明每个智能体都会自主建立隐蔽信道。

## 引用这篇论文

### 正式发表版本

Sumeet Ramesh Motwani, Mikhail Baranchuk, Martin Strohmeier, Vijay Bolina, Philip H.S. Torr, Lewis Hammond, Christian Schroeder de Witt. [Secret Collusion among AI Agents: Multi-Agent Deception via Steganography](https://proceedings.neurips.cc/paper_files/paper/2024/hash/861f7dad098aec1c3560fb7add468d41-Abstract-Conference.html). Advances in Neural Information Processing Systems, 2024

[正式发表版本 BibTeX](https://steganography.live/reading-list/papers/secret-collusion/publication.bib) · [正式发表版本 CSL-JSON](https://steganography.live/reading-list/papers/secret-collusion/publication.csl.json)
显示 BibTeX`@inproceedings{secret-collusion-publication,
  title = {{Secret Collusion among AI Agents: Multi-Agent Deception via Steganography}},
  author = {Motwani, Sumeet Ramesh and Baranchuk, Mikhail and Strohmeier, Martin and Bolina, Vijay and Torr, Philip H.S. and Hammond, Lewis and Schroeder de Witt, Christian},
  year = {2024},
  booktitle = {Advances in Neural Information Processing Systems},
  doi = {10.52202/079017-2336},
  volume = {37},
  url = {https://proceedings.neurips.cc/paper_files/paper/2024/hash/861f7dad098aec1c3560fb7add468d41-Abstract-Conference.html}
}
`

### arXiv 预印本

Sumeet Ramesh Motwani, Mikhail Baranchuk, Martin Strohmeier, Vijay Bolina, Philip H.S. Torr, Lewis Hammond, Christian Schroeder de Witt. [Secret Collusion Among Generative AI Agents](https://arxiv.org/abs/2402.07510v1). arXiv:2402.07510。首次提交：2024年2月12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/secret-collusion/preprint.bib) · [arXiv 预印本 CSL-JSON](https://steganography.live/reading-list/papers/secret-collusion/preprint.csl.json)
显示 BibTeX`@misc{secret-collusion-preprint,
  title = {{Secret Collusion Among Generative AI Agents}},
  author = {Motwani, Sumeet Ramesh and Baranchuk, Mikhail and Strohmeier, Martin and Bolina, Vijay and Torr, Philip H.S. and Hammond, Lewis and Schroeder de Witt, Christian},
  year = {2024},
  publisher = {arXiv},
  eprint = {2402.07510v1},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2402.07510v1}
}
`

## 原始来源

- [原始来源 1](https://proceedings.neurips.cc/paper_files/paper/2024/hash/861f7dad098aec1c3560fb7add468d41-Abstract-Conference.html)

- [原始来源 2](https://arxiv.org/abs/2402.07510)

- [原始来源 3](https://arxiv.org/html/2402.07510v3)

- [原始来源 4](https://arxiv.org/abs/2402.07510v1)

## 阅读与复用

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