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Zhengjia Zhuo, Viswanath Nagarajan

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Near-Optimal Regret for Semi-Bandit Learning of Monotone Stochastic Problems

Year: 2026 • Source: arxiv.org • Listed PDF

We consider the task of learning an (approximately) optimal policy for stochastic optimization problems where the true distributions are unknown. In each period, the algorithm plays a policy for the stochastic problem an...