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From inexact optimization to learning via gradient concentrationComputational optimization and applications (COA), 2021 |
Learning with Gradient Descent and Weakly Convex LossesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
The Statistical Complexity of Early-Stopped Mirror DescentNeural Information Processing Systems (NeurIPS), 2020 |
Adaptive Ensemble of Classifiers with Regularization for Imbalanced Data
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Improved Classification Rates for Localized SVMsJournal of machine learning research (JMLR), 2019 |