VerifyMAS: Hypothesis Verification for Failure Attribution in LLM-based Multi-Agent Systems

Hezhe Qiao, Hanghang Tong, Ee-Peng Lim +2

Large language model-driven multi-agent systems (LLM-MAS) excel at complex tasks, yet unreliable agents remain a key bottleneck to system-level reliability. Automatic failure attri…