2026
SIT-LMPC: Safe Information-Theoretic Learning Model Predictive Control for Iterative Tasks
RA-L 2026
Robots executing iterative tasks in complex, uncertain environments require control strategies that balance robustness, safety, and high performance. This paper introduces a safe information-theoretic learning model predictive control (SIT-LMPC) algorithm for iterative tasks. Specifically, we design