2026
EMBGUARD: Constructing Hazard-Aware Guardrails for Safe Planning in Embodied Agents
ICML 2026poster
MLLM-powered embodied agents deployed in real-world environments encounter physical hazards. However, existing approaches lack explicit mechanisms for identifying hazards and reasoning about action-conditioned risks, leading agents to either miss risky interactions or over-identify risks. To address…