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10/01/2021
Offline Reinforcement Learning with Reverse Model-based Imagination
In offline reinforcement learning (offline RL), one of the main challeng...
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09/29/2021
On the Estimation Bias in Double Q-Learning
Double Q-learning is a classical method for reducing overestimation bias...
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03/11/2021
Generalizable Episodic Memory for Deep Reinforcement Learning
Episodic memory-based methods can rapidly latch onto past successful str...
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10/23/2020
Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning
Sample efficiency has been one of the major challenges for deep reinforc...
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04/16/2019
Object-Oriented Dynamics Learning through Multi-Level Abstraction
Object-based approaches for learning action-conditioned dynamics has dem...
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06/11/2018