Efficient Agnostic Learning of Univariate Densities Under Local Differential Privacy

arXiv:2610.21033 · stat.ML, cs.CR, cs.DS, cs.IT, cs.LG, math.IT · Submitted 2026-10-15 · Read on arXiv

stat.ML, cs.CR, cs.DS, cs.IT, cs.LG, math.IT

Submitted: 2026-10-15

Updated: 2026-10-15

Terminology

• Agnostic Learning — 1× in this paper · explained in 1 episode
• Differential Privacy — 1× in this paper · explained in 4 episodes

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• Efficient quadratic entropy with distance sketches
• Embedding-Bias in Conditional Independence Testing
• From Log-Odds to Shapley Values: An Explanatory Geometry for the Weighted Naive Bayes Classifier