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Add return value
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@ -37,9 +37,10 @@
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\State $\pi(x) \gets \arg \min_a \{Q(x, a)\}$
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\EndFor
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\EndWhile
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\Return $\pi$
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\EndProcedure
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\end{algorithmic}
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\caption{Policy Iteration}
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\caption{Policy Iteration: Learning a policy $\pi: \mathcal{X} \rightarrow \mathcal{A}$}
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\label{alg:policy-iteration}
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\end{algorithm}
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\end{preview}
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