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10/13/2022
Policy Gradient With Serial Markov Chain Reasoning
We introduce a new framework that performs decision-making in reinforcem...
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10/04/2022
Hyperbolic Deep Reinforcement Learning
We propose a new class of deep reinforcement learning (RL) algorithms th...
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07/03/2022
Stabilizing Off-Policy Deep Reinforcement Learning from Pixels
Off-policy reinforcement learning (RL) from pixel observations is notori...
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10/07/2021
Learning Pessimism for Robust and Efficient Off-Policy Reinforcement Learning
Popular off-policy deep reinforcement learning algorithms compensate for...
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06/05/2021
Learning Routines for Effective Off-Policy Reinforcement Learning
The performance of reinforcement learning depends upon designing an appr...
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04/21/2021
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay
Incremental learning aims to enable machine learning models to continuou...
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03/08/2021