← Authors

Alhussein Fawzi

12 papers · 2016–2019 · 5 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🌍 Conference Polyglot (5) 🐝 Cross-Pollinator (12) 🌈 Renaissance Researcher (6) πŸŒ‰ Interdisciplinary Bridge πŸ—ΊοΈ Taxonomy Completionist (23) πŸ† Keyword Champion (3) ⚑ Prolific Year (5) πŸš€ Conference Pioneer ❓ The Questioner πŸ’Ž Century Club (12) πŸ“ˆ Trend Setter

Conferences

NIPS (5) CVPR (4) AISTATS (1) ECCV (1) ICLR (1)

Top co-authors

Pascal Frossard (6) Seyed-Mohsen Moosavi-Dezfooli (6) Omar Fawzi (5) Stefano Soatto (3) Jonathan Uesato (2) Pushmeet Kohli (2) Robert Stanforth (2) Hamza Fawzi (2) James Martens (1) Jean-Yves Franceschi (1)

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