GeoWorldAD: Geometry World Action Model for Autonomous Driving
GeoWorldAD is a geometry-based action model for autonomous driving that grounds trajectory planning in ego-aligned 3D space and anticipates short-horizon scene evolution using latent future geometry tokens. The model achieves state-of-the-art performance on the NAVSIM v1 and v2 benchmarks, effectively balancing collision avoidance with driving progress by leveraging explicit 3D geometry and future scene modeling.
Why it matters: This work shows that incorporating explicit 3D geometry and future scene evolution into planning can significantly improve both safety and efficiency in autonomous driving systems.
Full story at: arXiv Robotics ↗