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cs.LG2025
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…
cs.LG2022
Distribution estimation and change-point estimation for time series via DNN-based GANs
Jianya Lu, Yingjun Mo, Zhijie Xiao +2
The generative adversarial networks (GANs) have recently been applied to estimating the distribution of independent and identically distributed data, and have attracted a lot of re…