2 papers
math.OC2023
Heuristic Learning for Co-Design Scheme of Optimal Sequential Attack
Xiaoyu Luo, Haoxuan Pan, Chongrong Fang +3
This paper considers a novel co-design problem of the optimal \textit{sequential} attack, whose attack strategy changes with the time series, and in which the \textit{sequential} a…
cs.LG2023
Revisiting Estimation Bias in Policy Gradients for Deep Reinforcement Learning
Haoxuan Pan, Deheng Ye, Xiaoming Duan +4
We revisit the estimation bias in policy gradients for the discounted episodic Markov decision process (MDP) from Deep Reinforcement Learning (DRL) perspective. The objective is fo…