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The advantages of multiple classes for reducing overfitting from test set reuse.

, , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 1892-1900. PMLR, (2019)

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Sample Complexity Bounds on Differentially Private Learning via Communication Complexity., and . SIAM J. Comput., 44 (6): 1740-1764 (2015)Optimal bounds on approximation of submodular and XOS functions by juntas., and . ITA, page 1-10. IEEE, (2014)Learnability and Automatizability., , , , and . FOCS, page 621-630. IEEE Computer Society, (2004)Optimal Bounds on Approximation of Submodular and XOS Functions by Juntas., and . SIAM J. Comput., 45 (3): 1129-1170 (2016)Separating Models of Learning with Faulty Teachers., , and . ALT, volume 4754 of Lecture Notes in Computer Science, page 94-106. Springer, (2007)On Attribute Efficient and Non-adaptive Learning of Parities and DNF Expressions.. COLT, volume 3559 of Lecture Notes in Computer Science, page 576-590. Springer, (2005)On Using Extended Statistical Queries to Avoid Membership Queries., and . COLT/EuroCOLT, volume 2111 of Lecture Notes in Computer Science, page 529-545. Springer, (2001)Learning Coverage Functions and Private Release of Marginals., and . COLT, volume 35 of JMLR Workshop and Conference Proceedings, page 679-702. JMLR.org, (2014)Learning Using Local Membership Queries., , and . COLT, volume 30 of JMLR Workshop and Conference Proceedings, page 398-431. JMLR.org, (2013)Learning DNF Expressions from Fourier Spectrum.. COLT, volume 23 of JMLR Proceedings, page 17.1-17.19. JMLR.org, (2012)