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Differential Privacy

409 directly classified papers

Papers per year

Papers

All Rivers Run to the Sea: Private Learning with Asymmetric Flows CVPR 2024
Concealing Sensitive Samples against Gradient Leakage in Federated Learning AAAI 2024
DOPPLER: Differentially Private Optimizers with Low-pass Filter for Privacy Noise Reduction NIPS 2024
Locally Differentially Private Document Generation Using Zero Shot Prompting EMNLP 2023
Privacy-Aware Rejection Sampling JMLR 2023
On User-Level Private Convex Optimization ICML 2023
Domain Private Transformers for Multi-Domain Dialog Systems EMNLP 2023
Near-Optimal Differentially Private Reinforcement Learning AISTATS 2023
Discrete Distribution Estimation under User-level Local Differential Privacy AISTATS 2023
Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data JMLR 2023
DP-BART for Privatized Text Rewriting under Local Differential Privacy ACL 2023
Protecting Global Properties of Datasets with Distribution Privacy Mechanisms AISTATS 2023
Active Membership Inference Attack under Local Differential Privacy in Federated Learning AISTATS 2023
Privacy-preserving Sparse Generalized Eigenvalue Problem AISTATS 2023
High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent AISTATS 2023
Does Label Differential Privacy Prevent Label Inference Attacks? AISTATS 2023
The communication cost of security and privacy in federated frequency estimation AISTATS 2023
Noise-Aware Statistical Inference with Differentially Private Synthetic Data AISTATS 2023
Generalized PTR: User-Friendly Recipes for Data-Adaptive Algorithms with Differential Privacy AISTATS 2023
$k$-Means Clustering with Distance-Based Privacy NIPS 2023
FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning CVPR 2023
User-level Private Stochastic Convex Optimization with Optimal Rates ICML 2023
Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design ICML 2023
A Customized Text Sanitization Mechanism with Differential Privacy ACL 2023
Privacy Aware Question-Answering System for Online Mental Health Risk Assessment ACL 2023