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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

Private Counting from Anonymous Messages: Near-Optimal Accuracy with Vanishing Communication Overhead ICML 2020
Privately detecting changes in unknown distributions ICML 2020
Understanding Gradient Clipping in Private SGD: A Geometric Perspective NIPS 2020
Orchard: Differentially Private Analytics at Scale OSDI 2020
Alleviating Privacy Attacks via Causal Learning ICML 2020
Permute-and-Flip: A new mechanism for differentially private selection NIPS 2020
Scalable Differential Privacy with Certified Robustness in Adversarial Learning ICML 2020
Towards Better Generalization of Adaptive Gradient Methods NIPS 2020
An end-to-end Differentially Private Latent Dirichlet Allocation Using a Spectral Algorithm ICML 2020
Private Protocols for U-Statistics in the Local Model and Beyond AISTATS 2020
Computing Tight Differential Privacy Guarantees Using FFT AISTATS 2020
Optimal Differential Privacy Composition for Exponential Mechanisms ICML 2020
Bayesian Differential Privacy for Machine Learning ICML 2020
New Oracle-Efficient Algorithms for Private Synthetic Data Release ICML 2020
On Differentially Private Stochastic Convex Optimization with Heavy-tailed Data ICML 2020
Privately Learning Markov Random Fields ICML 2020
Variational Bayes in Private Settings (VIPS) (Extended Abstract) IJCAI 2020
Multimodal Review Generation with Privacy and Fairness Awareness COLING 2020
Private k-Means Clustering with Stability Assumptions AISTATS 2020
Hypothesis Testing Interpretations and Renyi Differential Privacy AISTATS 2020
OptStream: Releasing Time Series Privately (Extended Abstract) IJCAI 2020
Learning Rate Adaptation for Differentially Private Learning AISTATS 2020
Private Query Release Assisted by Public Data ICML 2020
(Locally) Differentially Private Combinatorial Semi-Bandits ICML 2020
Data-Dependent Differentially Private Parameter Learning for Directed Graphical Models ICML 2020