Approximation to Deep Q-Network by Stochastic Delay Differential Equations

Jianya Lu, Yingjun Mo

Despite the significant breakthroughs that the Deep Q-Network (DQN) has brought to reinforcement learning, its theoretical analysis remains limited. In this paper, we construct a s…