Worrisome Properties of Neural Network Controllers and Their Symbolic Representations

Jacek Cyranka, Kevin E M Church, Jean-Philippe Lessard

We raise concerns about controllers' robustness in simple reinforcement learning benchmark problems. We focus on neural network controllers and their low neuron and symbolic abstra…