Drive As You Like: Multi-Head Diffusion with Reinforcement Learning for Personalized Driving.

arXiv:2508.16947v3 Announce Type: replace-cross Abstract: Personalized autonomous driving requires understanding the driving needs implicit in user requests. This is challenging when driving demonstrations lack style annotations and behavioral adaptation risks