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differential privacy

1010 papers

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Also known as

DPDL DP-SGD DP DPSGD MDP LDP

Co-occurring keywords

federated learning (1320) stochastic gradient descent (1088) sample complexity (1158) privacy preservation (376) privacy-preserving learning (115) regret bound (1918) privacy-preserving machine learning (99) large language model (12755) exponential mechanism (30) online learning (1770)

Papers

Oracle Efficient Private Non-Convex Optimization ICML 2020
Federated Heavy Hitters Discovery with Differential Privacy AISTATS 2020
Differentially Private Set Union ICML 2020
Fair Learning with Private Demographic Data ICML 2020
Reasoning About Generalization via Conditional Mutual Information COLT 2020
Private Mean Estimation of Heavy-Tailed Distributions COLT 2020
Locally Private Hypothesis Selection COLT 2020
Sublinear Space Private Algorithms Under the Sliding Window Model ICML 2019
Differentially Private Distributed Data Summarization under Covariate Shift NIPS 2019
Private Stochastic Convex Optimization with Optimal Rates NIPS 2019
Differentially Private Markov Chain Monte Carlo NIPS 2019
Capacity Bounded Differential Privacy NIPS 2019
Differentially Private Covariance Estimation NIPS 2019
P3SGD: Patient Privacy Preserving SGD for Regularizing Deep CNNs in Pathological Image Classification CVPR 2019
Limits of Private Learning with Access to Public Data NIPS 2019
An Optimal Private Stochastic-MAB Algorithm based on Optimal Private Stopping Rule ICML 2019
Generalization in Generative Adversarial Networks: A Novel Perspective from Privacy Protection NIPS 2019
Differential Privacy Has Disparate Impact on Model Accuracy NIPS 2019
Private Center Points and Learning of Halfspaces COLT 2019
Practical Differentially Private Top-k Selection with Pay-what-you-get Composition NIPS 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning NIPS 2019
Learning Auctions with Robust Incentive Guarantees NIPS 2019
Online Learning via the Differential Privacy Lens NIPS 2019
Characterizing the Sample Complexity of Pure Private Learners JMLR 2019
Simultaneous Private Learning of Multiple Concepts JMLR 2019