differential privacy

An Algorithmic Framework For Differentially Private Data Analysis on Trusted Processors NeurIPS 2019 A Necessary and Sufficient Stability Notion for Adaptive Generalization NeurIPS 2019 An Optimal Private Stochastic-MAB Algorithm based on Optimal Private Stopping Rule ICML 2019 Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA ICML 2019 Bounding User Contributions: A Bias-Variance Trade-off in Differential Privacy ICML 2019 Capacity Bounded Differential Privacy NeurIPS 2019 Characterizing the Sample Complexity of Pure Private Learners JMLR 2019 Communication Complexity in Locally Private Distribution Estimation and Heavy Hitters ICML 2019 Data Poisoning against Differentially-Private Learners: Attacks and Defenses IJCAI 2019 Differentially Private Algorithms for Learning Mixtures of Separated Gaussians NeurIPS 2019 Differentially Private Anonymized Histograms NeurIPS 2019 Differentially Private Bagging: Improved utility and cheaper privacy than subsample-and-aggregate NeurIPS 2019 Differentially Private Bayesian Linear Regression NeurIPS 2019 Differentially Private Community Detection in Attributed Social Networks ACML 2019 Differentially Private Covariance Estimation NeurIPS 2019 Differentially Private Distributed Data Summarization under Covariate Shift NeurIPS 2019 Differentially Private Empirical Risk Minimization with Non-convex Loss Functions ICML 2019 Differentially Private Empirical Risk Minimization with Smooth Non-Convex Loss Functions: A Non-Stationary View AAAI 2019 Differentially Private Fair Learning ICML 2019 Differentially Private Iterative Gradient Hard Thresholding for Sparse Learning IJCAI 2019 Differentially Private Learning of Geometric Concepts ICML 2019 Differentially Private Markov Chain Monte Carlo NeurIPS 2019 Differentially Private Online Submodular Minimization AISTATS 2019 Differentially Private Optimal Transport: Application to Domain Adaptation IJCAI 2019 Differential Privacy Has Disparate Impact on Model Accuracy NeurIPS 2019