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CausalNav: Reliability-Certified Causal World Models for Control under Physical-Parameter Shift

arXiv cs.AI · 2026-08-11 Cached

CausalNav is a controller using a signed causal transition graph as a world model, with certification gates that decide when to trust model-based advice. Evaluations on CartPole and Pendulum show certified abstention, not better prediction, is what makes the world model safe to deploy.

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