Discount Factor as a Regularizer in Reinforcement Learning

Discount Factor as a Regularizer in Reinforcement Learning

4 July 2020

Papers citing "Discount Factor as a Regularizer in Reinforcement Learning"

15 / 15 papers shown

Title
On the Effective Horizon of Inverse Reinforcement Learning Yiqing Xu Finale Doshi-Velez David Hsu 51 0 0 21 Feb 2025
EvoRL: A GPU-accelerated Framework for Evolutionary Reinforcement Learning Bowen Zheng Ran Cheng Kay Chen Tan 42 0 0 25 Jan 2025
On shallow planning under partial observability Randy Lefebvre Audrey Durand OffRL 39 1 0 22 Jul 2024
On the Value of Myopic Behavior in Policy Reuse Kang Xu Chenjia Bai Shuang Qiu Haoran He Bin Zhao Zhen Wang Wei Li Xuelong Li 36 1 0 28 May 2023
POMRL: No-Regret Learning-to-Plan with Increasing Horizons Khimya Khetarpal Claire Vernade Brendan O'Donoghue Satinder Singh Tom Zahavy OffRL 31 0 0 30 Dec 2022
Debiasing Meta-Gradient Reinforcement Learning by Learning the Outer Value Function Clément Bonnet Laurence Midgley Alexandre Laterre 26 1 0 19 Nov 2022
On the Role of Discount Factor in Offline Reinforcement Learning Haotian Hu Yiqin Yang Qianchuan Zhao Chongjie Zhang OffRL 31 18 0 07 Jun 2022
EnTRPO: Trust Region Policy Optimization Method with Entropy Regularization Sahar Roostaie M. Ebadzadeh 11 3 0 26 Oct 2021
Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning Sarah Rathnam S. Murphy Finale Doshi-Velez OffRL 13 1 0 16 Sep 2021
Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods Xin Guo Anran Hu Junzi Zhang OffRL 28 6 0 13 Sep 2021
Active Reinforcement Learning over MDPs Qi Yang Peng Yang K. Tang 41 0 0 05 Aug 2021
On-Policy Deep Reinforcement Learning for the Average-Reward Criterion Yiming Zhang Keith Ross OffRL 35 40 0 14 Jun 2021
Taylor Expansion of Discount Factors Yunhao Tang Mark Rowland Rémi Munos Michal Valko OffRL 32 5 0 11 Jun 2021
Heuristic-Guided Reinforcement Learning Ching-An Cheng Andrey Kolobov Adith Swaminathan OffRL 35 61 0 05 Jun 2021
Beyond the One Step Greedy Approach in Reinforcement Learning Yonathan Efroni Gal Dalal B. Scherrer Shie Mannor OffRL 56 48 0 10 Feb 2018