We consider a regret minimization task under the average-reward criterio...
The upper confidence reinforcement learning (UCRL2) strategy introduced ...
Leveraging an equivalence property in the state-space of a Markov Decisi...
The problem of reinforcement learning in an unknown and discrete Markov
...
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