24 citations · 24 across the 1 of their papers we have counts for
2 papers
cs.LG2018
Generalizable Adversarial Training via Spectral Normalization
Farzan Farnia, Jesse M. Zhang, David Tse
Deep neural networks (DNNs) have set benchmarks on a wide array of supervised learning tasks. Trained DNNs, however, often lack robustness to minor adversarial perturbations to the…
stat.ML2017★ 24 cited
Porcupine Neural Networks: (Almost) All Local Optima are Global
Soheil Feizi, Hamid Javadi, Jesse Zhang +1
Neural networks have been used prominently in several machine learning and statistics applications. In general, the underlying optimization of neural networks is non-convex which m…