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My question is if I should select state_action pairs by theirs immediate reward or should I select them by the episode reward? By the return (sum of all rewards) from the whole episode. A lot of decisions made in "good" episodes do not lead to immediate rewards, but instead transition towards states where better rewards are possible. In retrospect,...

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