On the Global Convergence of Fitted Q-Iteration with Two-layer Neural Network Parametrization

Mudit Gaur, Vaneet Aggarwal, Mridul Agarwal

Deep Q-learning based algorithms have been applied successfully in many decision making problems, while their theoretical foundations are not as well understood. In this paper, we…