activity
20172023
most citedCluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks

1.3k citations · 1.7k across the 19 of their papers we have counts for

collaborators
Showing 2017Show all

2 papers · 1 filter

cs.LG2017★ 44 cited

Towards Robust Neural Networks via Random Self-ensemble

Xuanqing Liu, Minhao Cheng, Huan Zhang +1

Recent studies have revealed the vulnerability of deep neural networks: A small adversarial perturbation that is imperceptible to human can easily make a well-trained deep neural n…

cs.LG2017★ 11 cited

An inexact subsampled proximal Newton-type method for large-scale machine learning

Xuanqing Liu, Cho-Jui Hsieh, Jason D. Lee +1

We propose a fast proximal Newton-type algorithm for minimizing regularized finite sums that returns an -suboptimal point in $\tilde{\mathcal{O}}(d(n + \sqrt{κd})\log(\frac{1}ε)…