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10/25/2022
Auxiliary task discovery through generate-and-test
In this paper, we explore an approach to auxiliary task discovery in rei...
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04/01/2022
What makes useful auxiliary tasks in reinforcement learning: investigating the effect of the target policy
Auxiliary tasks have been argued to be useful for representation learnin...
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11/09/2020
Testbeds for Reinforcement Learning
We present three problems modeled after animal learning experiments desi...
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03/16/2020
Improving Performance in Reinforcement Learning by Breaking Generalization in Neural Networks
Reinforcement learning systems require good representations to work well...
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05/18/2018
Two geometric input transformation methods for fast online reinforcement learning with neural nets
We apply neural nets with ReLU gates in online reinforcement learning. O...
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05/11/2017