Zhiliang Tian

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    Tail-risk-aware Agent Safety: Constraining Tail Risks Across Multi-step LLM Agent Workflows

    Researchers at the National University of Defense Technology propose TAS, a defence for LLM agents that treats a workflow as linked steps sharing one risk budget, aimed at rare but severe failures. They report lower attack success than eleven baselines on three benchmarks.