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Distributed Online Bandit Submodular Maximization with Bounded Sampling Violations

arXiv cs.LG · 16h ago Cached

This paper presents a unified algorithmic framework for distributed online submodular maximization under partition matroid constraints, achieving sublinear (1-1/e)-regret guarantees for both full-information and bandit feedback. It also introduces a bounded stochastic pipage rounding scheme to ensure cumulative sampling violations remain sublinear.

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