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math.ST2026
Topological trivialization in non-convex empirical risk minimization
Andrea Montanari, Basil Saeed
Given data , with standard -dimensional Gaussian feature vectors, and response variables, we study t…
math.ST2023★ 2 cited
Universality of max-margin classifiers
Andrea Montanari, Feng Ruan, Basil Saeed +1
Maximum margin binary classification is one of the most fundamental algorithms in machine learning, yet the role of featurization maps and the high-dimensional asymptotics of the m…