Jun-Jie Liang

Black-Box Red-Teaming of Multi-Agent Systems via Reinforcement Learning

Large language model (LLM) agents are increasingly deployed in multi-agent systems (MAS) to accomplish complex tasks. Prior black-box red-teaming attacks mainly focus on single agents, but we find that these methods are far less effective in MAS, where multiple sub-agents may not directly interact with the user. Theref...