2026
Parameter-Robust MPPI for Safe Online Learning of Unknown Parameters
RA-L 2026
Robots deployed in dynamic environments must remain safe even when key physical parameters are uncertain or change over time. We propose Parameter-Robust Model Predictive Path Integral (PRMPPI) control, a framework that integrates online parameter learning with probabilistic safety constraints. PRMP