Resetting the Optimizer in Deep RL: An Empirical Study

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Resetting the Optimizer in Deep RL: An Empirical Study

30 June 2023

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Papers citing "Resetting the Optimizer in Deep RL: An Empirical Study"

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Title
Can Learned Optimization Make Reinforcement Learning Less Difficult? Alexander David Goldie Chris Xiaoxuan Lu Matthew Jackson Shimon Whiteson Jakob N. Foerster 98 4 0 09 Jul 2024
TD Convergence: An Optimization Perspective Kavosh Asadi Shoham Sabach Yao Liu Omer Gottesman Rasool Fakoor MU 68 8 0 30 Jun 2023
Deep Reinforcement Learning with Plasticity Injection Evgenii Nikishin Junhyuk Oh Georg Ostrovski Clare Lyle Razvan Pascanu Will Dabney André Barreto OffRL 45 52 0 24 May 2023
Meta-Gradients in Non-Stationary Environments Jelena Luketina Sebastian Flennerhag Yannick Schroecker David Abel Tom Zahavy Satinder Singh 83 10 0 13 Sep 2022
Understanding and Preventing Capacity Loss in Reinforcement Learning Clare Lyle Mark Rowland Will Dabney CLL 81 113 0 20 Apr 2022
Faster Deep Reinforcement Learning with Slower Online Network Kavosh Asadi Rasool Fakoor Omer Gottesman Taesup Kim Michael L. Littman Alexander J. Smola OnRL 42 7 0 10 Dec 2021
Towards Continual Reinforcement Learning: A Review and Perspectives Khimya Khetarpal Matthew D Riemer Irina Rish Doina Precup CLL OffRL 109 323 0 25 Dec 2020
The Value-Improvement Path: Towards Better Representations for Reinforcement Learning Will Dabney André Barreto Mark Rowland Robert Dadashi John Quan Marc G. Bellemare David Silver 61 67 0 03 Jun 2020
Lipschitz Lifelong Reinforcement Learning Erwan Lecarpentier David Abel Kavosh Asadi Yuu Jinnai Emmanuel Rachelson Michael L. Littman OffRL CLL 65 39 0 15 Jan 2020
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Tuomas Haarnoja Aurick Zhou Pieter Abbeel Sergey Levine 317 8,396 0 04 Jan 2018
Decoupled Weight Decay Regularization I. Loshchilov Frank Hutter OffRL 149 2,150 0 14 Nov 2017
A Distributional Perspective on Reinforcement Learning Marc G. Bellemare Will Dabney Rémi Munos OffRL 98 1,506 0 21 Jul 2017
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 344 8,169 0 13 Aug 2016
Dueling Network Architectures for Deep Reinforcement Learning Ziyun Wang Tom Schaul Matteo Hessel H. V. Hasselt Marc Lanctot Nando de Freitas OffRL 91 3,764 0 20 Nov 2015
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 223 3,797 0 18 Nov 2015
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 170 7,658 0 22 Sep 2015