Safety Meets Speed: Accelerated Neural MPC with Safety Guarantees and No Retraining

Kaikai Wang, Tianxun Li, Liang Xu +2

While Model Predictive Control (MPC) enforces safety via constraints, its real-time execution can exceed embedded compute budgets. We propose a Barrier-integrated Adaptive Neural M…