Evaluating Physical Consistency and Plausibility in Generative Scenario Models for Autonomous Driving

Generative AI models are increasingly used for scenario generation in autonomous driving. While they can generate realistic-looking scenarios, they often provide limited transparency into learned representations and consistency with real-world vehicle dynamics. This lack of formal assurance limits t