Beyond LLM-Based Reasoning: Lightweight GNNs for Agent Failure Attribution

Ting-Wei Li, Yuanchen Bei, Xiao Lin +1

Large language model (LLM)-based multi-agent systems (MAS) often exhibit complex failure modes, which frequently cause agents to produce incorrect outcomes. This motivates the task…