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News/Operator Calculus for Population-Based Optimization: A Mean-Field Convergence Theory
arxiv
PublishedJune 15, 2026 at 4:00 AM
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Operator Calculus for Population-Based Optimization: A Mean-Field Convergence Theory

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arXiv:2606.14289v1 Announce Type: cross Abstract: Population-based and distributional optimization methods, from evolution strategies and consensus-based optimization to covariance-matrix adaptation and stochastic gradient methods viewed as distributional dynamics, are widely used for nonconvex or b

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