Gang Pan

activity

20182022

most citedQualitative Measurements of Policy Discrepancy for Return-Based Deep Q-Network

26 citations · 38 across the 11 of their papers we have counts for

collaborators

Showing 2020Show all

2 papers · 1 filter

cs.LG2020

On Convergence of Gradient Expected Sarsa( $λ$ )

Long Yang, Gang Zheng, Yu Zhang +3

We study the convergence of $Expected Sarsa (λ)$ with linear function approximation. We show that applying the off-line estimate (multi-step bootstrapping) to $\mathtt{Expe…

cs.LG2020

Sample Complexity of Policy Gradient Finding Second-Order Stationary Points

Long Yang, Qian Zheng, Gang Pan

The goal of policy-based reinforcement learning (RL) is to search the maximal point of its objective. However, due to the inherent non-concavity of its objective, convergence to a…

On Convergence of Gradient Expected Sarsa(λ)

Sample Complexity of Policy Gradient Finding Second-Order Stationary Points

On Convergence of Gradient Expected Sarsa( $λ$ )