Arunselvan Ramaswamy

Deep Q-Learning: Theoretical Insights From an Asymptotic Analysis

2021 · IEEE Transactions on Artificial Intelligence

Deep Q-learning is an important reinforcement learning algorithm, which involves training a deep neural network, called deep Q-network, to approximate the well-known Q-function. Although wildly successful under laboratory conditions, serious gaps between theory and practice …