Preprint
Sep 2026
Generalizable Optimal Control with Transformers: Closed-Loop Certification and Near-Optimality Guarantees
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 across a family of heterogeneous Multiple-Input, Multiple-Output (MIMO) Linear Time-Invariant (LTI) systems. First, we establish a finite-s...
Turki Bin Mohaya, Maitham Al-Sunni, John M. Dolan et al.
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