How can Generative AI unlock Level 5 autonomy? This new survey explores how GenAI is reshaping the autonomous driving stack Covers VAEs, Diffusion, LLMs Applications in LiDAR, trajectory, digital twins Tackles long-tail generalization & safety bottlenecks

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