Walid Dawson, Vinay Jain, Yu Cui, and Zachary Robles, “Diffusion-Based Urban Scene Generation and Risk Forecasting for Closed-Loop Autonomous Driving Simulation”, CSET, vol. 4, no. 1, May 2026.