Wenyu Liu

Autonomous vehicles can now navigate complex urban environments with significantly improved safety and smoothness thanks to a novel generator-discriminator framework that avoids directly applying sparse rewards to the high-dimensional trajectory space.

Autonomous driving models no longer need to compromise between spatial perception and semantic reasoning: UniDriveVLA's expert decoupling unlocks state-of-the-art performance across a range of driving tasks.