261 citations · 729 across the 22 of their papers we have counts for
Showing 2019Show all
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cs.LG2019★ 37 cited
A Fine-Grained Spectral Perspective on Neural Networks
Greg Yang, Hadi Salman
Are neural networks biased toward simple functions? Does depth always help learn more complex features? Is training the last layer of a network as good as training all layers? How…
cs.LG2019★ 261 cited
Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers
Hadi Salman, Greg Yang, Jerry Li +4
Recent works have shown the effectiveness of randomized smoothing as a scalable technique for building neural network-based classifiers that are provably robust to -norm ad…
cs.LG2019★ 133 cited
A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks
Hadi Salman, Greg Yang, Huan Zhang +2
Verification of neural networks enables us to gauge their robustness against adversarial attacks. Verification algorithms fall into two categories: exact verifiers that run in expo…