Si-Jin Liu

Style2Risk: A Closed-Loop Testing System for Safety Evaluation of Automated Vehicles Under Style-Conditioned Adversarial Interactions

Closed-loop safety evaluation requires traffic agents that expose planner weaknesses without producing arbitrary behavior. Existing adversarial tests often couple behavior generation, risk search, and failure counting, limiting control over how interactions are created and whether repeated events constitute new evidenc...