Alhussein Fawzi
12 papers · 2016–2019 · 5 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (23) π Keyword Champion (3)
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Conference Pioneer
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Trend Setter
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Century Club Β· Bronze
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The Questioner
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Prolific Year Β· Productive
Top co-authors
Research topics
Machine Learning
(11)
Learning Types Β· Machine Learning
(7)
Deep Learning
(6)
Optimization & Theory
(6)
Artificial Intelligence
(5)
Core AI Β· Artificial Intelligence
(5)
Learning Types Β· Deep Learning
(4)
Application Areas
(2)
Architectures
(2)
Core Methods
(2)
Computer Vision
(1)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Core AI Β· Computer Vision
(1)
Methods
(1)
Keywords
adversarial robustness
(6)
decision boundary
(6)
adversarial perturbation
(4)
adversarial training
(3)
deep neural network
(3)
classifier robustness
(3)
universal perturbation
(2)
neural network
(2)
random noise
(2)
image classification
(2)
proof search
(1)
neural network robustness
(1)
adversarial example
(1)
robust accuracy
(1)
unlabeled data
(1)
loss surface
(1)
adversarial transfer
(1)
curvature regularization
(1)
quasi-linear behavior
(1)
polynomial inequality
(1)
Papers
Adversarial Robustness through Local Linearization
NeurIPS 2019
Are Labels Required for Improving Adversarial Robustness?
NeurIPS 2019
Learning dynamic polynomial proofs
NeurIPS 2019
Robustness via Curvature Regularization, and Vice Versa
CVPR 2019
Adversarial vulnerability for any classifier
NeurIPS 2018
Empirical Study of the Topology and Geometry of Deep Networks
CVPR 2018
Robustness of classifiers to uniform β_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
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
NeurIPS 2016