Generalizable Optimal Control with Transformers: Closed-Loop Certification and Near-Optimality Guarantees

Turki Bin Mohaya, Maitham F. AL-Sunni, John M. Dolan +1

This letter develops closed-loop performance certificates for a transformer-based feedback policy. The policy is trained to imitate optimal Linear Quadratic Regulator (LQR) control…