exponential mechanism

Almost linear time differentially private release of synthetic graphs AISTATS 2025 Differentially Private Multivariate Medians JMLR 2025 PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs ICML 2025 Differentially Private Topological Data Analysis JMLR 2024 Faster Differentially Private Top-k Selection: A Joint Exponential Mechanism with Pruning NeurIPS 2024 On the Computational Complexity of Private High-dimensional Model Selection NeurIPS 2024 Rethinking DP-SGD in Discrete Domain: Exploring Logistic Distribution in the Realm of signSGD ICML 2024 Tractable MCMC for Private Learning with Pure and Gaussian Differential Privacy ICLR 2024 Universally Instance-Optimal Mechanisms for Private Statistical Estimation COLT 2024 Easy Differentially Private Linear Regression ICLR 2023 Private (Stochastic) Non-Convex Optimization Revisited: Second-Order Stationary Points and Excess Risks NeurIPS 2023 Tight Data Access Bounds for Private Top-k Selection ICML 2023 Universality of Langevin Diffusion for Private Optimization, with Applications to Sampling from Rashomon Sets COLT 2023 A Joint Exponential Mechanism For Differentially Private Top-k ICML 2022 Balancing utility and scalability in metric differential privacy UAI 2022 Differential privacy and robust statistics in high dimensions COLT 2022 Kantorovich Mechanism for Pufferfish Privacy AISTATS 2022 Private Convex Optimization via Exponential Mechanism COLT 2022 Bounding, Concentrating, and Truncating: Unifying Privacy Loss Composition for Data Analytics ALT 2021 Differentially Private k-Means via Exponential Mechanism and Max Cover AAAI 2021 Differentially Private Quantiles ICML 2021 Exact Privacy Guarantees for Markov Chain Implementations of the Exponential Mechanism with Artificial Atoms NeurIPS 2021 Improving Fairness and Privacy in Selection Problems AAAI 2021 Iterative Methods for Private Synthetic Data: Unifying Framework and New Methods NeurIPS 2021 Revenue-Incentive Tradeoffs in Dynamic Reserve Pricing ICML 2021