Ming-Xiao Li

WALT: Learning World-Model-Aligned Latent Trajectories for Autonomous Driving

Driving world models learn rich predictive representations of the surrounding environment from visual observations, yet accurate visual prediction does not necessarily translate into effective trajectory planning. We argue that a key bottleneck lies in the mismatch between visual world states and raw geometric trajecto...