2026
NeuPAN: Direct Point Robot Navigation with End-to-End Model-Based Learning (Abstract Reprint)
AAAI 2026technical
Navigating a nonholonomic robot in a cluttered, unknown environment requires accurate perception and precise motion control for real-time collision avoidance. This article presents neural proximal alternating-minimization network (NeuPAN): a real-time, highly accurate, map-free, easy-to-deploy, and