Article
NEXUS: An Embodied Planning Framework Jointly Learning Safety Constraints and Action Models
arXiv cs.RO
NEXUS is a modular neuro-symbolic framework that jointly maintains a PDDL action domain model and an LTL safety specification: execution failures are used to repair action schemas, while detected hazards are converted into reusable LTL constraints through hierarchical semantic and translation sampling with equivalence consensus.
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