LMI-Net: Linear Matrix Inequality--Constrained Neural Networks via Differentiable Projection Layers

Sunbochen Tang, Andrea Goertzen, Navid Azizan

Linear matrix inequalities (LMIs) have played a central role in certifying stability, robustness, and forward invariance of dynamical systems. Despite rapid development in learning…