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04/22/2022
Sharper Utility Bounds for Differentially Private Models
In this paper, by introducing Generalized Bernstein condition, we propos...
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04/11/2022
Stability and Generalization of Differentially Private Minimax Problems
In the field of machine learning, many problems can be formulated as the...
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05/07/2021
Differential Privacy for Pairwise Learning: Non-convex Analysis
Pairwise learning focuses on learning tasks with pairwise loss functions...
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02/20/2020
Differentially Private ERM Based on Data Perturbation
In this paper, after observing that different training data instances af...
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02/20/2020
Input Perturbation: A New Paradigm between Central and Local Differential Privacy
Traditionally, there are two models on differential privacy: the central...
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10/23/2019