Differential Privacy

Differentially Private No-regret Exploration in Adversarial Markov Decision Processes UAI 2024 LabelDP-Pro: Learning with Label Differential Privacy via Projections ICLR 2024 On Convex Optimization with Semi-Sensitive Features COLT 2024 On the Growth of Mistakes in Differentially Private Online Learning: A Lower Bound Perspective COLT 2024 Open Problem: Optimal Rates for Stochastic Decision-Theoretic Online Learning Under Differentially Privacy COLT 2024 Open Problem: What is the Complexity of Joint Differential Privacy in Linear Contextual Bandits? COLT 2024 Sample-Optimal Locally Private Hypothesis Selection and the Provable Benefits of Interactivity COLT 2024 Unified Mechanism-Specific Amplification by Subsampling and Group Privacy Amplification NeurIPS 2024 Algorithmic Aspects of the Log-Laplace Transform and a Non-Euclidean Proximal Sampler COLT 2023 CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning ICLR 2023 Differentially Private L_2-Heavy Hitters in the Sliding Window Model ICLR 2023 Differentially Private Algorithms for the Stochastic Saddle Point Problem with Optimal Rates for the Strong Gap COLT 2023 Distributed Differential Privacy in Multi-Armed Bandits ICLR 2023 Easy Differentially Private Linear Regression ICLR 2023 Fast, Sample-Efficient, Affine-Invariant Private Mean and Covariance Estimation for Subgaussian Distributions COLT 2023 Improved Convergence of Differential Private SGD with Gradient Clipping ICLR 2023 Label Robust and Differentially Private Linear Regression: Computational and Statistical Efficiency NeurIPS 2023 Private Covariance Approximation and Eigenvalue-Gap Bounds for Complex Gaussian Perturbations COLT 2023 Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints COLT 2023 A bounded-noise mechanism for differential privacy COLT 2022 Differentially Private Fractional Frequency Moments Estimation with Polylogarithmic Space ICLR 2022 Open Problem: Do you pay for Privacy in Online learning? COLT 2022 Private Adaptive Optimization with Side information ICML 2022 Private and polynomial time algorithms for learning Gaussians and beyond COLT 2022 Private Convex Optimization via Exponential Mechanism COLT 2022