Sample Complexity of Policy Gradient Finding Second-Order Stationary
Points

Sample Complexity of Policy Gradient Finding Second-Order Stationary Points

2 December 2020

Qian Zheng

Gang Pan

Papers citing "Sample Complexity of Policy Gradient Finding Second-Order Stationary Points"

8 / 8 papers shown

Title
Efficiently Escaping Saddle Points for Non-Convex Policy Optimization Sadegh Khorasani Saber Salehkaleybar Negar Kiyavash Niao He Matthias Grossglauser 29 1 0 15 Nov 2023
Stochastic Dimension-reduced Second-order Methods for Policy Optimization Jinsong Liu Chen Xie Qinwen Deng Dongdong Ge Yi-Li Ye 32 1 0 28 Jan 2023
Constrained Update Projection Approach to Safe Policy Optimization Long Yang Jiaming Ji Juntao Dai Linrui Zhang Binbin Zhou Pengfei Li Yaodong Yang Gang Pan 38 43 0 15 Sep 2022
A Review of Safe Reinforcement Learning: Methods, Theory and Applications Shangding Gu Longyu Yang Yali Du Guang Chen Florian Walter Jun Wang Alois C. Knoll OffRL AI4TS 117 241 0 20 May 2022
TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources Dong Xing Qian Zheng Qianhui Liu Gang Pan 11 7 0 01 May 2022
Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis Ziyi Chen Yi Zhou Rongrong Chen Shaofeng Zou 19 24 0 08 Sep 2021
On the Sample Complexity of Actor-Critic Method for Reinforcement Learning with Function Approximation Harshat Kumar Alec Koppel Alejandro Ribeiro 104 80 0 18 Oct 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,330 0 05 Nov 2016