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The swap duel with dice

You and an opponent each secretly roll a fair die (independent rolls). You see yours. You may keep it or reroll once, in which case you must keep the new face. The opponent never rerolls. Higher face wins; a tie counts as a loss for you.

What is your optimal reroll rule, and what is your probability of winning?

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