1.5k citations · 2.2k across the 24 of their papers we have counts for
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Characterizing Nonlinear Dynamics via Smooth Prototype Equivalences
Roy Friedman, Noa Moriel, Matthew Ricci +3
Characterizing the long term behavior of dynamical systems given limited measurements is a common challenge throughout the physical and biological sciences. This is a challenging t…
On adversarial training and the 1 Nearest Neighbor classifier
Amir Hagai, Yair Weiss
The ability to fool deep learning classifiers with tiny perturbations of the input has lead to the development of adversarial training in which the loss with respect to adversarial…
Intriguing Properties of Modern GANs
Roy Friedman, Yair Weiss
Modern GANs achieve remarkable performance in terms of generating realistic and diverse samples. This has led many to believe that ``GANs capture the training data manifold''. In t…
A Bayes-Optimal View on Adversarial Examples
Eitan Richardson, Yair Weiss
Since the discovery of adversarial examples - the ability to fool modern CNN classifiers with tiny perturbations of the input, there has been much discussion whether they are a "bu…
A Tight Convex Upper Bound on the Likelihood of a Finite Mixture
Elad Mezuman, Yair Weiss
The likelihood function of a finite mixture model is a non-convex function with multiple local maxima and commonly used iterative algorithms such as EM will converge to different s…