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01/24/2023
Minimal Value-Equivalent Partial Models for Scalable and Robust Planning in Lifelong Reinforcement Learning
Learning models of the environment from pure interaction is often consid...
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06/16/2022
Understanding Decision-Time vs. Background Planning in Model-Based Reinforcement Learning
In model-based reinforcement learning, an agent can leverage a learned m...
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12/30/2021
Constructing a Good Behavior Basis for Transfer using Generalized Policy Updates
We study the problem of learning a good set of policies, so that when co...
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04/29/2021
What is Going on Inside Recurrent Meta Reinforcement Learning Agents?
Recurrent meta reinforcement learning (meta-RL) agents are agents that e...
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06/12/2020
A Brief Look at Generalization in Visual Meta-Reinforcement Learning
Due to the realization that deep reinforcement learning algorithms train...
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08/10/2019