Multimodal Belief-Space Covariance Steering with Active Probing and Influence for Interactive Driving

Devodita Chakravarty, John Dolan, Yiwei Lyu

Autonomous driving in complex traffic requires reasoning under uncertainty. Common approaches rely on prediction-based planning or risk-aware control, but these are typically treat…