223 citations · 372 across the 13 of their papers we have counts for
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cs.NE2018★ 1 cited
Empirical Explorations in Training Networks with Discrete Activations
Shumeet Baluja
We present extensive experiments training and testing hidden units in deep networks that emit only a predefined, static, number of discretized values. These units provide benefits…
cs.NE2017★ 223 cited
Adversarial Transformation Networks: Learning to Generate Adversarial Examples
Shumeet Baluja, Ian Fischer
Multiple different approaches of generating adversarial examples have been proposed to attack deep neural networks. These approaches involve either directly computing gradients wit…
cs.NE2017★ 5 cited
Deep Learning for Explicitly Modeling Optimization Landscapes
Shumeet Baluja
In all but the most trivial optimization problems, the structure of the solutions exhibit complex interdependencies between the input parameters. Decades of research with stochasti…