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Store the values in a priority queue. Typically, in each iteration you will update the value for only a single arm, so you need to change the key of a single value in the priority queue, which can be done in $O(\log n)$ time, where $n$ is the number of arms. You can also find the argmax in $O(\log n)$ time.


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