Segmenting episodes helps exponentially when feedback is binary, but barely helps when feedback is the sum of rewards.
Improved algorithms for linear stochastic bandits
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Reinforcement Learning with Segment Feedback
Segmenting episodes helps exponentially when feedback is binary, but barely helps when feedback is the sum of rewards.