Optimality of Robust Online LearningFoundations of Computational Mathematics (FoCM), 2023 |
Differentially Private Stochastic Gradient Descent with Low-NoiseNeurocomputing (Neurocomputing), 2022 |
Sharper Utility Bounds for Differentially Private ModelsInternational Conference on Information and Knowledge Management (CIKM), 2022 |
Differentially Private SGD with Non-Smooth LossesApplied and Computational Harmonic Analysis (ACHA), 2021 |
Depth Selection for Deep ReLU Nets in Feature Extraction and
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Stochastic Iterative Hard Thresholding for Graph-structured Sparsity
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