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excess population risk

8 papers

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differential privacy (7) stochastic convex optimization (4) tysbakov noise condition (2) heavy-tailed data (2) generalized linear model (2) regularization scheme (1) gradient moment (1) gradient smoothing (1) private optimization (1) rate analysis (1)

Papers

Nearly Optimal Differentially Private ReLU Regression UAI 2025 Faster Rates of Differentially Private Stochastic Convex Optimization JMLR 2024 Sharper Bounds for Uniformly Stable Algorithms with Stationary Mixing Process ICLR 2023 Differentially Private Generalized Linear Models Revisited NeurIPS 2022 Faster Rates of Private Stochastic Convex Optimization ALT 2022 Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data ICML 2022 Differentially Private Stochastic Optimization: New Results in Convex and Non-Convex Settings NeurIPS 2021 On Differentially Private Stochastic Convex Optimization with Heavy-tailed Data ICML 2020