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Agents Under Siege: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks

Rana Muhammad Shahroz Khan, Zhen Tan, Sukwon Yun, Charles Fleming, Tianlong Chen

Credit the original research and its authors.

BibTeX
@misc{khan-2025-agents-under-siege,
  author = {Rana Muhammad Shahroz Khan and Zhen Tan and Sukwon Yun and Charles Fleming and Tianlong Chen},
  title = {{Agents Under Siege: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks}},
  year = {2025},
  note = {ACL 2025},
  url = {https://arxiv.org/abs/2504.00218}
}