Risk-Aware Dual-Policy Coordination with World Model for Safe and Adaptive Highway Autonomous Driving. - Yongzhi Liu; Sunan Zhang; Changfei Shen; Xiangwei Zhang; Weichao Zhuang (ITSC, 2025)