differential privacy

An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss Functions NeurIPS 2023 A Pretty Fast Algorithm for Adaptive Private Mean Estimation COLT 2023 A Privacy-Friendly Approach to Data Valuation NeurIPS 2023 A Randomized Approach to Tight Privacy Accounting NeurIPS 2023 A Smooth Binary Mechanism for Efficient Private Continual Observation NeurIPS 2023 A Unified Fast Gradient Clipping Framework for DP-SGD NeurIPS 2023 A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning NeurIPS 2023 Automatic Clipping: Differentially Private Deep Learning Made Easier and Stronger NeurIPS 2023 Bayesian Estimation of Differential Privacy ICML 2023 Better Private Linear Regression Through Better Private Feature Selection NeurIPS 2023 Beyond Uniform Lipschitz Condition in Differentially Private Optimization ICML 2023 Black-Box Differential Privacy for Interactive ML NeurIPS 2023 Bounding training data reconstruction in DP-SGD NeurIPS 2023 CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning ICLR 2023 Certified Minimax Unlearning with Generalization Rates and Deletion Capacity NeurIPS 2023 Concurrent Shuffle Differential Privacy Under Continual Observation ICML 2023 Conformal Prediction for Federated Uncertainty Quantification Under Label Shift ICML 2023 Constant Matters: Fine-grained Error Bound on Differentially Private Continual Observation ICML 2023 Counting Distinct Elements in the Turnstile Model with Differential Privacy under Continual Observation NeurIPS 2023 Counting Distinct Elements Under Person-Level Differential Privacy NeurIPS 2023 Creating a Public Repository for Joining Private Data NeurIPS 2023 Crowdsourcing on Sensitive Data with Privacy-Preserving Text Rewriting ACL 2023 DIFF2: Differential Private Optimization via Gradient Differences for Nonconvex Distributed Learning ICML 2023 Differentially Private L_2-Heavy Hitters in the Sliding Window Model ICLR 2023 Differentially Private Adapters for Parameter Efficient Acoustic Modeling Interspeech 2023