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UCB (Upper Confidence Bound) is a classic multi-armed bandit algorithm whose core idea is to add a confidence upper bound term to the estimated expected reward of each action and preferentially choose the action with the highest upper bound to balance exploration and exploitation.
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10/19/2026
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