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Security & Privacy

1,030 papers (5 classified directly here)

Subtopics

Privacy (638) Differential Privacy (414)

Papers per year

2
9
49
227
'10
'15
'20
'25

Papers (including subtopics)

Rademacher Observations, Private Data, and Boosting ICML 2015
Privacy for Free: Posterior Sampling and Stochastic Gradient Monte Carlo ICML 2015
Controlling privacy in recommender systems NIPS 2014
The Noisy Power Method: A Meta Algorithm with Applications NIPS 2014
The Large Margin Mechanism for Differentially Private Maximization NIPS 2014
Extremal Mechanisms for Local Differential Privacy NIPS 2014
Learning Coverage Functions and Private Release of Marginals COLT 2014
Sample Complexity Bounds on Differentially Private Learning via Communication Complexity COLT 2014
Efficient Algorithm for Privately Releasing Smooth Queries NIPS 2013
Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation NIPS 2013
Adaptive Anonymity via $b$-Matching NIPS 2013
Statistical Active Learning Algorithms NIPS 2013
(Nearly) Optimal Algorithms for Private Online Learning in Full-information and Bandit Settings NIPS 2013
A Stability-based Validation Procedure for Differentially Private Machine Learning NIPS 2013
Differentially Private Feature Selection via Stability Arguments, and the Robustness of the Lasso COLT 2013
Differentially Private Learning with Kernels ICML 2013
A Near-Optimal Algorithm for Differentially-Private Principal Components JMLR 2013
Privacy Aware Learning NIPS 2012
A Simple and Practical Algorithm for Differentially Private Data Release NIPS 2012
Near-optimal Differentially Private Principal Components NIPS 2012
Differentially Private Online Learning COLT 2012
Private Convex Empirical Risk Minimization and High-dimensional Regression COLT 2012
Distributed Learning, Communication Complexity and Privacy COLT 2012
Differentially Private M-Estimators NIPS 2011
Multiparty Differential Privacy via Aggregation of Locally Trained Classifiers NIPS 2010