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Differential Privacy

409 directly classified papers

Papers per year

Papers

A Joint Exponential Mechanism For Differentially Private Top-$k$ ICML 2022
Private Streaming SCO in $\ell_p$ geometry with Applications in High Dimensional Online Decision Making ICML 2022
Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data ICML 2022
Differentially Private Approximate Quantiles ICML 2022
Transfer Learning In Differential Privacy’s Hybrid-Model ICML 2022
Adaptive Data Analysis with Correlated Observations ICML 2022
Differentially Private Maximal Information Coefficients ICML 2022
Private Adaptive Optimization with Side information ICML 2022
Differentially Private Coordinate Descent for Composite Empirical Risk Minimization ICML 2022
Differentially Private Community Detection for Stochastic Block Models ICML 2022
Tight and Robust Private Mean Estimation with Few Users ICML 2022
Improved Regret for Differentially Private Exploration in Linear MDP ICML 2022
FriendlyCore: Practical Differentially Private Aggregation ICML 2022
Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy ICML 2022
Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification IJCAI 2022
Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022
User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning INTERSPEECH 2022
Differentially Private Normalizing Flows for Synthetic Tabular Data Generation AAAI 2022
PrivateMail: Supervised Manifold Learning of Deep Features with Privacy for Image Retrieval AAAI 2022
One size does not fit all: Investigating strategies for differentially-private learning across NLP tasks EMNLP 2022
Large-Scale Differentially Private BERT EMNLP 2022
Privacy-Preserving Models for Legal Natural Language Processing EMNLP 2022
Subspace Differential Privacy AAAI 2022
Private Rank Aggregation in Central and Local Models AAAI 2022
Locally Private k-Means Clustering with Constant Multiplicative Approximation and Near-Optimal Additive Error AAAI 2022