differential privacy

SF-PATE: Scalable, Fair, and Private Aggregation of Teacher Ensembles IJCAI 2023 Share Your Representation Only: Guaranteed Improvement of the Privacy-Utility Tradeoff in Federated Learning ICLR 2023 Sketch-Flip-Merge: Mergeable Sketches for Private Distinct Counting ICML 2023 Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability ICML 2023 Sketching Meets Differential Privacy: Fast Algorithm for Dynamic Kronecker Projection Maintenance ICML 2023 Smooth Flipping Probability for Differential Private Sign Random Projection Methods NeurIPS 2023 Sparsity-Preserving Differentially Private Training of Large Embedding Models NeurIPS 2023 Split, count, and share: a differentially private set intersection cardinality estimation protocol UAI 2023 Statistical Indistinguishability of Learning Algorithms ICML 2023 Statistical Theory of Differentially Private Marginal-based Data Synthesis Algorithms ICLR 2023 Stochastic Differentially Private and Fair Learning ICLR 2023 Streaming Submodular Maximization with Differential Privacy ICML 2023 Subset-Based Instance Optimality in Private Estimation ICML 2023 Synthetic Data Generation of Many-to-Many Datasets via Random Graph Generation ICLR 2023 Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe ACL 2023 TAN Without a Burn: Scaling Laws of DP-SGD ICML 2023 The Bayesian Stability Zoo NeurIPS 2023 The communication cost of security and privacy in federated frequency estimation AISTATS 2023 The Price of Differential Privacy under Continual Observation ICML 2023 The Saddle-Point Method in Differential Privacy ICML 2023 The Target-Charging Technique for Privacy Analysis across Interactive Computations NeurIPS 2023 The Test of Tests: A Framework for Differentially Private Hypothesis Testing ICML 2023 Tight Data Access Bounds for Private Top-k Selection ICML 2023 Trade-Offs Between Fairness and Privacy in Language Modeling ACL 2023 Training Private Models That Know What They Don’t Know NeurIPS 2023