Search Results for author: Alex Sivak

Found 1 papers, 0 papers with code

Ensemble Robustness and Generalization of Stochastic Deep Learning Algorithms

no code implementations ICLR 2018 Tom Zahavy, Bingyi Kang, Alex Sivak, Jiashi Feng, Huan Xu, Shie Mannor

As most deep learning algorithms are stochastic (e. g., Stochastic Gradient Descent, Dropout, and Bayes-by-backprop), we revisit the robustness arguments of Xu & Mannor, and introduce a new approach, ensemble robustness, that concerns the robustness of a population of hypotheses.

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