Shuai Liu

Physics-Guided Distributional Shaping for Runtime Risk Assessment in Autonomous Driving

Reliable risk assessment in interactive traffic remains a fundamental challenge, as rule-based methods rely on rigid safety constraints while pure statistical models lack explicit kinematic boundaries. We propose a physics-guided distributional shaping framework that reweights a learned interaction density with a bound...