Yueru Luo

Integrating chain-of-thought reasoning into VLMs transforms traffic rule understanding, yielding unprecedented gains in interpretability and accuracy for autonomous vehicles.

Bridging the gap between surface-centric visual geometry priors and volumetric occupancy prediction, GPOcc++ sets a new standard for 3D scene understanding in dynamic environments.