ScenePilot: Controllable Boundary-Driven Critical Scenario Generation for Autonomous Driving

Overview

ScenePilot targets scenarios that remain physically solvable yet expose autonomy-stack failures. Constrained reinforcement learning combines RSS-derived feasibility, learned risk prediction and shielding to generate valid boundary cases for stress testing.