L. El Ghaoui

Implicit Neural Networks as Static Controllers: Certificates and Performance Separation

This work proposes a so-called implicit representation of neural networks as a key enabling device that exposes the controller as a trainable linear interconnection closed through a known static activation map, thereby making well-posedness and Lyapunov/IQC analysis mathematically easy to handle.