Reinforcement Learning in Non-Stationary Environments

Reinforcement Learning in Non-Stationary Environments

10 May 2019

Sindhu Padakandla

J. PrabuchandranK.

Papers citing "Reinforcement Learning in Non-Stationary Environments"

18 / 18 papers shown

Title
Simple Noisy Environment Augmentation for Reinforcement Learning Raad Khraishi Ramin Okhrati OffRL 21 1 0 04 May 2023
Off-Policy Evaluation for Action-Dependent Non-Stationary Environments Yash Chandak Shiv Shankar Nathaniel D. Bastian Bruno Castro da Silva Emma Brunskil Philip S. Thomas OffRL 49 6 0 24 Jan 2023
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
RAPid-Learn: A Framework for Learning to Recover for Handling Novelties in Open-World Environments Shivam Goel Yash Shukla Vasanth Sarathy matthias. scheutz Jivko Sinapov 41 15 0 24 Jun 2022
Reinforcement Learning with Brain-Inspired Modulation can Improve Adaptation to Environmental Changes Eric Chalmers Artur Luczak 25 3 0 19 May 2022
Non-Parametric Stochastic Policy Gradient with Strategic Retreat for Non-Stationary Environment Apan Dastider Mingjie Lin 11 2 0 24 Mar 2022
Reinforcement Learning in Presence of Discrete Markovian Context Evolution Hang Ren Aivar Sootla Taher Jafferjee Junxiao Shen Jun Wang Haitham Bou-Ammar BDL OffRL 35 9 0 14 Feb 2022
Continual Learning In Environments With Polynomial Mixing Times Matthew D Riemer Sharath Chandra Raparthy Ignacio Cases G. Subbaraj M. P. Touzel Irina Rish CLL 41 8 0 13 Dec 2021
Sequential (Quickest) Change Detection: Classical Results and New Directions Liyan Xie Shaofeng Zou Yao Xie V. Veeravalli AI4TS 11 96 0 09 Apr 2021
Unsupervised Person Re-identification via Simultaneous Clustering and Consistency Learning Hanne I Oberman Jiayan Qiu S. van Buuren G. Vink Zhanyu Ma Jun Guo 26 13 0 01 Apr 2021
Autonomous learning of multiple, context-dependent tasks V. Santucci Davide Montella Bruno C. da Silva Gianluca Baldassarre 22 1 0 27 Nov 2020
Continual Model-Based Reinforcement Learning with Hypernetworks Yizhou Huang Kevin Xie Homanga Bharadhwaj Florian Shkurti CLL 22 46 0 25 Sep 2020
Lipschitzness Is All You Need To Tame Off-policy Generative Adversarial Imitation Learning Lionel Blondé Pablo Strasser Alexandros Kalousis 33 22 0 28 Jun 2020
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments Sindhu Padakandla 28 145 0 19 May 2020
Optimizing for the Future in Non-Stationary MDPs Yash Chandak Georgios Theocharous Shiv Shankar Martha White Sridhar Mahadevan Philip S. Thomas OffRL 16 65 0 17 May 2020
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning Massimo Caccia Pau Rodríguez López O. Ostapenko Fabrice Normandin Min Lin ... I. Laradji Irina Rish Alexande Lacoste David Vazquez Laurent Charlin CLL KELM 25 66 0 12 Mar 2020
Efficient Policy Learning for Non-Stationary MDPs under Adversarial Manipulation Tiancheng Yu S. Sra AAML 15 2 0 22 Jul 2019
Quickest Change Detection Approach to Optimal Control in Markov Decision Processes with Model Changes T. Banerjee Miao Liu Jonathan P. How 27 26 0 21 Sep 2016