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cs.LG2022
Active Learning Polynomial Threshold Functions
Omri Ben-Eliezer, Max Hopkins, Chutong Yang +1
We initiate the study of active learning polynomial threshold functions (PTFs). While traditional lower bounds imply that even univariate quadratics cannot be non-trivially activel…
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…