2 papers
cs.LG2026
CatchBench: When Can an Agent Failure Be Caught?
Yue Zhao, Mengyuan Li, Ruolin Li +5
When can an agent failure be caught? A weak audit score alone cannot identify whether the record or the method is limiting. CatchBench therefore puts one auditor's question to thre…
cs.AI2026
Auditable Agents
Yi Nian, Aojie Yuan, Haiyue Zhang +7
LLM agents call tools, query databases, delegate tasks, and trigger external side effects. Once an agent system can act in the world, the question is no longer only whether harmful…