Management and Science University

output

20122025

most citedCertifying Some Distributional Robustness with Principled Adversarial Training

325 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

Aman Sinha1 · h 12
Chao Fan1 · h 2
H. Mohamed1 · h 6
Hongseok Namkoong1 · h 20
Hou-biao Li1 · h 1
John C. Duchi1 · h 67
M. Arshad1 · h 8
Riccardo Volpi1
S. Alomari1 · h 11
S. Burer1 · h 31
S. Mousavi1 · h 5
Xiayu Liu1 · h 2

collaborating institutions

University of Engineering & ManagementIN2 papers
Chengdu University of TechnologyCN1 paper
Institute of Mathematical StatisticsUS1 paper
Italian Institute of TechnologyIT1 paper
Malaysia University of Science and TechnologyMY1 paper
Stanford UniversityUS1 paper
Universiti Sains MalaysiaMY1 paper
University of Electronic Science and Technology of ChinaCN1 paper
University of IowaUS1 paper

Showing 2017Show all

1 paper · 1 filter

stat.ML2017★ 325 cited

Certifying Some Distributional Robustness with Principled Adversarial Training

Aman Sinha, Hongseok Namkoong, Riccardo Volpi +1

Neural networks are vulnerable to adversarial examples and researchers have proposed many heuristic attack and defense mechanisms. We address this problem through the principled le…