NEXUS: Learning Safety Constraints and Action Models for Safe and Robust Embodied Planning.

arXiv:2605.09387v2 Announce Type: replace Abstract: Large language models (LLMs) enable embodied agents to plan from naturallanguage instructions, yet their actions may be physically infeasible or hazardous. Existing neuro-symbolic learners primarily refine ex