Marin Kobilarov

Robust Perception-Based Navigation using PAC-NMPC with a Learned Value Function

2025

Nonlinear model predictive control (NMPC) is typically restricted to short, finite horizons to limit the computational burden of online optimization. As a result, global planning frameworks are frequently necessary to avoid local minima when using …