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Die with up to two re-rolls, price the game

Asked at Jane Street, SIG

You roll a fair six-sided die and get paid the face value in dollars. After the first roll you may re-roll; after the second roll you may re-roll again. You must keep the third roll. Each re-roll discards the previous result.

Find the optimal strategy and the fair value of the game.

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You already know (or can quickly derive) the value of the one-re-roll game. The first decision compares your roll to that.

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