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cs.LG2023
Private Everlasting Prediction
Moni Naor, Kobbi Nissim, Uri Stemmer +1
A private learner is trained on a sample of labeled points and generates a hypothesis that can be used for predicting the labels of newly sampled points while protecting the privac…
cs.LG2021
Adversarial Laws of Large Numbers and Optimal Regret in Online Classification
Noga Alon, Omri Ben-Eliezer, Yuval Dagan +3
Laws of large numbers guarantee that given a large enough sample from some population, the measure of any fixed sub-population is well-estimated by its frequency in the sample. We…