Sample Efficient Reinforcement Learning via Model-Ensemble Exploration
and Exploitation

Sample Efficient Reinforcement Learning via Model-Ensemble Exploration and Exploitation

5 July 2021

Papers citing "Sample Efficient Reinforcement Learning via Model-Ensemble Exploration and Exploitation"

16 / 16 papers shown

Title
Guiding Reinforcement Learning with Incomplete System Dynamics Shuyuan Wang Jingliang Duan Nathan P. Lawrence Philip D. Loewen M. Forbes R. Bhushan Gopaluni Lixian Zhang 14 0 0 22 Oct 2024
A Single Goal is All You Need: Skills and Exploration Emerge from Contrastive RL without Rewards, Demonstrations, or Subgoals Grace Liu Michael Tang Benjamin Eysenbach OffRL 40 0 0 11 Aug 2024
QT-TDM: Planning with Transformer Dynamics Model and Autoregressive Q-Learning Mostafa Kotb C. Weber Muhammad Burhan Hafez Stefan Wermter 29 0 0 26 Jul 2024
External Model Motivated Agents: Reinforcement Learning for Enhanced Environment Sampling Rishav Bhagat Jonathan C. Balloch Zhiyu Lin Julia Kim Mark O. Riedl 41 0 0 28 Jun 2024
A Case for Validation Buffer in Pessimistic Actor-Critic Michal Nauman M. Ostaszewski Marek Cygan 34 0 0 01 Mar 2024
Multi-Timescale Ensemble Q-learning for Markov Decision Process Policy Optimization Talha Bozkus Urbashi Mitra OffRL 19 5 0 08 Feb 2024
COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL Xiyao Wang Ruijie Zheng Yanchao Sun Ruonan Jia Wichayaporn Wongkamjan Huazhe Xu Furong Huang OffRL 52 12 0 11 Oct 2023
Sample-efficient Real-time Planning with Curiosity Cross-Entropy Method and Contrastive Learning Mostafa Kotb C. Weber S. Wermter 30 4 0 07 Mar 2023
Ensemble Reinforcement Learning: A Survey Yanjie Song Ponnuthurai Nagaratnam Suganthan Witold Pedrycz Junwei Ou Yongming He Y. Chen Yutong Wu OffRL 46 39 0 05 Mar 2023
Intrinsic Motivation in Model-based Reinforcement Learning: A Brief Review Artem Latyshev Aleksandr I. Panov 31 1 0 24 Jan 2023
Deep Model Predictive Variable Impedance Control Akhil S. Anand Fares J. Abu-Dakka J. Gravdahl 8 10 0 20 Sep 2022
An information-theoretic perspective on intrinsic motivation in reinforcement learning: a survey A. Aubret L. Matignon S. Hassas 29 35 0 19 Sep 2022
Live in the Moment: Learning Dynamics Model Adapted to Evolving Policy Xiyao Wang Wichayaporn Wongkamjan Furong Huang 11 19 0 25 Jul 2022
Robust Model-based Reinforcement Learning for Autonomous Greenhouse Control Wanpeng Zhang Xiaoyan Cao Yaowen Yao Zhicheng An Xi Xiao Dijun Luo OffRL 30 18 0 26 Aug 2021
IGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control Xiaoyan Cao Yaowen Yao Lanqing Li Wanpeng Zhang Zhicheng An ... Li Xiao Shihui Guo Xiaoyu Cao Meihong Wu Dijun Luo 6 19 0 06 Jul 2021
SDE-Net: Equipping Deep Neural Networks with Uncertainty Estimates Lingkai Kong Jimeng Sun Chao Zhang UQCV 42 103 0 24 Aug 2020