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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

SGD with low-dimensional gradients with applications to private and distributed learning UAI 2021
Constrained differentially private federated learning for low-bandwidth devices UAI 2021
Principal component analysis in the stochastic differential privacy model UAI 2021
Differentially Private Online Submodular Maximization AISTATS 2021
Decision Making with Differential Privacy under a Fairness Lens IJCAI 2021
Configurable Privacy-Preserving Automatic Speech Recognition INTERSPEECH 2021
A Framework for Private Matrix Analysis in Sliding Window Model ICML 2021
Differentially Private Bayesian Inference for Generalized Linear Models ICML 2021
Analyzing the Generalization Capability of SGLD Using Properties of Gaussian Channels NIPS 2021
Differentially Private Query Release Through Adaptive Projection ICML 2021
Learning Model-Based Privacy Protection under Budget Constraints AAAI 2021
Private Stochastic Convex Optimization: Optimal Rates in L1 Geometry ICML 2021
ADePT: Auto-encoder based Differentially Private Text Transformation EACL 2021
Differentially Private k-Means via Exponential Mechanism and Max Cover AAAI 2021
Covariance-Aware Private Mean Estimation Without Private Covariance Estimation NIPS 2021
Differentially Private Stochastic Optimization: New Results in Convex and Non-Convex Settings NIPS 2021
Littlestone Classes are Privately Online Learnable NIPS 2021
Numerical Composition of Differential Privacy NIPS 2021
An Uncertainty Principle is a Price of Privacy-Preserving Microdata NIPS 2021
Differential Privacy Over Riemannian Manifolds NIPS 2021
Learning with User-Level Privacy NIPS 2021
Exact Privacy Guarantees for Markov Chain Implementations of the Exponential Mechanism with Artificial Atoms NIPS 2021
A Central Limit Theorem for Differentially Private Query Answering NIPS 2021
Differential Privacy Dynamics of Langevin Diffusion and Noisy Gradient Descent NIPS 2021
Adaptive Machine Unlearning NIPS 2021