Alhussein Fawzi
12 papers · 2016–2019 · 5 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (12) π Renaissance Researcher (6) π§ Keyword Pioneer π Conference Polyglot (5) π Interdisciplinary Bridge
π
Interdisciplinary Bridge
πΊοΈ
Taxonomy Completionist
(23)
π
Keyword Champion
(3)
β‘
Prolific Year
(5)
π
Conference Pioneer
β
The Questioner
π
Century Club
(12)
π
Trend Setter
Conferences
NIPS (5)
CVPR (4)
AISTATS (1)
ECCV (1)
ICLR (1)
Top co-authors
Keywords
decision boundary
(5)
adversarial robustness
(5)
adversarial perturbation
(4)
adversarial training
(3)
classifier robustness
(3)
deep neural network
(3)
image classification
(2)
random noise
(2)
neural network
(2)
proof search
(1)
neural network robustness
(1)
adversarial example
(1)
robust accuracy
(1)
unlabeled datum
(1)
loss surface
(1)
adversarial transfer
(1)
curvature regularization
(1)
universal perturbation
(1)
quasi-linear behavior
(1)
polynomial inequality
(1)
Papers
Adversarial Robustness through Local Linearization
NIPS 2019
Learning dynamic polynomial proofs
NIPS 2019
Robustness via Curvature Regularization, and Vice Versa
CVPR 2019
Are Labels Required for Improving Adversarial Robustness?
NIPS 2019
Empirical Study of the Topology and Geometry of Deep Networks
CVPR 2018
Robustness of classifiers to uniform $\ell_p$ and Gaussian noise
AISTATS 2018
Robustness of Classifiers to Universal Perturbations: A Geometric Perspective
ICLR 2018
SaaS: Speed as a Supervisor for Semi-supervised Learning
ECCV 2018
Adversarial vulnerability for any classifier
NIPS 2018
Universal Adversarial Perturbations
CVPR 2017
DeepFool: A Simple and Accurate Method to Fool Deep Neural Networks
CVPR 2016
Robustness of classifiers: from adversarial to random noise
NIPS 2016