Greg Yang

Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation

Greg Yang · arXiv (Cornell University) · 2019 · 187 citations · Full text

Computing, Computer Science, Artificial Intelligence +14

Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers

Hadi Salman, Vassilia Michailidis, Ilya Razenshteyn et al. · arXiv (Cornell University) · 2019 · 181 citations · Full text

Computing, Computer Science, Computer Vision +11

Bayesian Deep Convolutional Networks with Many Channels are Gaussian Processes

Roman Novak, Lechao Xiao, Jaehoon Lee et al. · arXiv (Cornell University) · 2018 · 170 citations · Full text

Computing, Computer Science, Computer Vision +16

Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers

Hadi Salman, Greg Yang, Jerry Li et al. · arXiv (Cornell University) · 2019 · 134 citations · Full text

Computing, Computer Science, Computer Vision +11

A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks

Hadi Salman, Greg Yang, Huan Zhang et al. · arXiv (Cornell University) · 2019 · 80 citations · Full text

Computing, Computer Science, Mathematics +17