Vikrant Singhal

Latest

• A Polynomial Time, Pure Differentially Private Estimator for Binary Product Distributions
• Not All Learnable Distribution Classes are Privately Learnable
• Private Distribution Learning with Public Data: The View from Sample Compression
• A Bias-Variance-Privacy Trilemma for Statistical Estimation
• New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma
• Private Estimation with Public Data
• A Private and Computationally-Efficient Estimator for Unbounded Gaussians
• Private Mean Estimation of Heavy-Tailed Distributions
• Differentially Private Algorithms for Learning Mixtures of Separated Gaussians
• Privately Learning High-Dimensional Distributions