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09/09/2020
Improved Exploration in Factored Average-Reward MDPs
We consider a regret minimization task under the average-reward criterio...
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04/20/2020
Tightening Exploration in Upper Confidence Reinforcement Learning
The upper confidence reinforcement learning (UCRL2) strategy introduced ...
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10/09/2019
Model-Based Reinforcement Learning Exploiting State-Action Equivalence
Leveraging an equivalence property in the state-space of a Markov Decisi...
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03/05/2018