Reinforcement Learning for Non-Stationary Markov Decision Processes: The
Blessing of (More) Optimism

Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism

24 June 2020

Wang Chi Cheung

Papers citing "Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism"

18 / 18 papers shown

Title
MetaCURL: Non-stationary Concave Utility Reinforcement Learning B. Moreno Margaux Brégère Pierre Gaillard Nadia Oudjane OffRL 39 0 0 30 May 2024
Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning Aneesh Muppidi Zhiyu Zhang Heng Yang 34 4 0 26 May 2024
Pausing Policy Learning in Non-stationary Reinforcement Learning Hyunin Lee Ming Jin Javad Lavaei Somayeh Sojoudi OffRL 37 2 0 25 May 2024
Variance-Dependent Regret Bounds for Non-stationary Linear Bandits Zhiyong Wang Jize Xie Yi Chen J. C. Lui Dongruo Zhou 28 0 0 15 Mar 2024
Confronting Reward Model Overoptimization with Constrained RLHF Ted Moskovitz Aaditya K. Singh DJ Strouse T. Sandholm Ruslan Salakhutdinov Anca D. Dragan Stephen Marcus McAleer 39 48 0 06 Oct 2023
Restarted Bayesian Online Change-point Detection for Non-Stationary Markov Decision Processes Réda Alami Mohammed Mahfoud Eric Moulines 22 2 0 01 Apr 2023
Online Reinforcement Learning in Periodic MDP Ayush Aniket Arpan Chattopadhyay 26 2 0 16 Mar 2023
Doubly Inhomogeneous Reinforcement Learning Liyuan Hu Mengbing Li C. Shi Zhanghua Wu Piotr Fryzlewicz OffRL 31 2 0 08 Nov 2022
Dynamic Regret of Online Markov Decision Processes Peng Zhao Longfei Li Zhi-Hua Zhou OffRL 34 17 0 26 Aug 2022
Reactive Exploration to Cope with Non-Stationarity in Lifelong Reinforcement Learning C. Steinparz Thomas Schmied Fabian Paischer Marius-Constantin Dinu Vihang Patil Angela Bitto-Nemling Hamid Eghbalzadeh Sepp Hochreiter CLL 29 11 0 12 Jul 2022
Performative Reinforcement Learning Debmalya Mandal Stelios Triantafyllou Goran Radanović 33 18 0 30 Jun 2022
Non-Stationary Bandit Learning via Predictive Sampling Yueyang Liu Kuang Xu Benjamin Van Roy 24 19 0 04 May 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
Rotting Infinitely Many-armed Bandits Jung-hun Kim Milan Vojnović Se-Young Yun 24 4 0 31 Jan 2022
Recent Advances in Reinforcement Learning in Finance B. Hambly Renyuan Xu Huining Yang OffRL 29 167 0 08 Dec 2021
Provably Efficient Black-Box Action Poisoning Attacks Against Reinforcement Learning Guanlin Liu Lifeng Lai AAML 32 34 0 09 Oct 2021
Efficient Learning in Non-Stationary Linear Markov Decision Processes Ahmed Touati Pascal Vincent 37 29 0 24 Oct 2020
Model-free Reinforcement Learning in Infinite-horizon Average-reward Markov Decision Processes Chen-Yu Wei Mehdi Jafarnia-Jahromi Haipeng Luo Hiteshi Sharma R. Jain 107 99 0 15 Oct 2019