66 citations · 228 across the 48 of their papers we have counts for
Showing 2017 · cs.LGShow all
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cs.LG2017
Continuous DR-submodular Maximization: Structure and Algorithms
An Bian, Kfir Y. Levy, Andreas Krause +1
DR-submodular continuous functions are important objectives with wide real-world applications spanning MAP inference in determinantal point processes (DPPs), and mean-field inferen…
cs.LG2017★ 14 cited
An Online Learning Approach to Generative Adversarial Networks
Paulina Grnarova, Kfir Y. Levy, Aurelien Lucchi +2
We consider the problem of training generative models with a Generative Adversarial Network (GAN). Although GANs can accurately model complex distributions, they are known to be di…
cs.LG2017★ 15 cited
Online to Offline Conversions, Universality and Adaptive Minibatch Sizes
Kfir Y. Levy
We present an approach towards convex optimization that relies on a novel scheme which converts online adaptive algorithms into offline methods. In the offline optimization setting…