Dynamic Regret of Policy Optimization in Non-stationary Environments

Dynamic Regret of Policy Optimization in Non-stationary Environments

30 June 2020

Papers citing "Dynamic Regret of Policy Optimization in Non-stationary Environments"

14 / 14 papers shown

Title
Provably Efficient Reinforcement Learning with Multinomial Logit Function Approximation Long-Fei Li Yu-Jie Zhang Peng Zhao Zhi-Hua Zhou 103 4 0 17 Jan 2025
MetaCURL: Non-stationary Concave Utility Reinforcement Learning B. Moreno Margaux Brégère Pierre Gaillard Nadia Oudjane OffRL 39 0 0 30 May 2024
Pausing Policy Learning in Non-stationary Reinforcement Learning Hyunin Lee Ming Jin Javad Lavaei Somayeh Sojoudi OffRL 39 2 0 25 May 2024
A Theoretical Analysis of Optimistic Proximal Policy Optimization in Linear Markov Decision Processes Han Zhong Tong Zhang 35 26 0 15 May 2023
Online Reinforcement Learning in Periodic MDP Ayush Aniket Arpan Chattopadhyay 26 2 0 16 Mar 2023
Dynamic Regret of Online Markov Decision Processes Peng Zhao Longfei Li Zhi-Hua Zhou OffRL 34 17 0 26 Aug 2022
Performative Reinforcement Learning Debmalya Mandal Stelios Triantafyllou Goran Radanović 33 18 0 30 Jun 2022
Testing Stationarity and Change Point Detection in Reinforcement Learning Mengbing Li C. Shi Zhanghua Wu Piotr Fryzlewicz OffRL 42 9 0 03 Mar 2022
Policy Optimization for Stochastic Shortest Path Liyu Chen Haipeng Luo Aviv A. Rosenberg 19 12 0 07 Feb 2022
Nearly Optimal Policy Optimization with Stable at Any Time Guarantee Tianhao Wu Yunchang Yang Han Zhong Liwei Wang S. Du Jiantao Jiao 55 14 0 21 Dec 2021
Provably Efficient Black-Box Action Poisoning Attacks Against Reinforcement Learning Guanlin Liu Lifeng Lai AAML 32 34 0 09 Oct 2021
Sample Efficient Reinforcement Learning with REINFORCE Junzi Zhang Jongho Kim Brendan O'Donoghue Stephen P. Boyd 42 100 0 22 Oct 2020
Weighted Linear Bandits for Non-Stationary Environments Yoan Russac Claire Vernade Olivier Cappé 82 101 0 19 Sep 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 389 11,700 0 09 Mar 2017