Robustness of Deep Networks

Stop Walking in Circles! Bailing Out Early in Projected Gradient Descent

Authors: Philip Doldo, Derek Everett, Amol Khanna, Andre T Nguyen, Edward Raff | Published: 2025-03-25
Vulnerability of Adversarial Examples
Adversarial Learning
Robustness of Deep Networks

Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

Authors: Alex Lamb, Jonathan Binas, Anirudh Goyal, Dmitriy Serdyuk, Sandeep Subramanian, Ioannis Mitliagkas, Yoshua Bengio | Published: 2018-04-07
Certified Robustness
Adversarial attack
Robustness of Deep Networks

Adversarial Attacks and Defences Competition

Authors: Alexey Kurakin, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe | Published: 2018-03-31
Certified Robustness
Adversarial attack
Robustness of Deep Networks

Protection against Cloning for Deep Learning

Authors: Richard Kenway | Published: 2018-03-29
Detection of Model Extraction Attacks
Adversarial attack
Robustness of Deep Networks