CAREER: Foundations and Algorithms for Nonconvex Nonsmooth Optimization: From Local Solvers to Global Certification
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Optimization serves as the mathematical engine powering modern artificial intelligence and complex decision-making systems. Many real-world challenges, however, ranging from managing energy grids to training machine learning models, involve mathematical landscapes that are jagged, unpredictable, and obscured by data noise. These irregularities…
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