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09/22/2021
On Bonus-Based Exploration Methods in the Arcade Learning Environment
Research on exploration in reinforcement learning, as applied to Atari 2...
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03/09/2020
Zooming for Efficient Model-Free Reinforcement Learning in Metric Spaces
Despite the wealth of research into provably efficient reinforcement lea...
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08/06/2019
Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment
This paper provides an empirical evaluation of recently developed explor...
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01/31/2019
A Geometric Perspective on Optimal Representations for Reinforcement Learning
This paper proposes a new approach to representation learning based on g...
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01/31/2019
The Value Function Polytope in Reinforcement Learning
We establish geometric and topological properties of the space of value ...
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08/29/2018