Certified Robustness

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
2018.04.07 2025.05.28
Literature Database

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
2018.03.31 2025.05.28
Literature Database

Defending against Adversarial Images using Basis Functions Transformations

Authors: Uri Shaham, James Garritano, Yutaro Yamada, Ethan Weinberger, Alex Cloninger, Xiuyuan Cheng, Kelly Stanton, Yuval Kluger | Published: 2018-03-28 | Updated: 2018-04-16
Watermarking
Certified Robustness
Adversarial attack
2018.03.28 2025.05.28
Literature Database

Improving DNN Robustness to Adversarial Attacks using Jacobian Regularization

Authors: Daniel Jakubovitz, Raja Giryes | Published: 2018-03-23 | Updated: 2019-05-28
Certified Robustness
Adversarial Learning
Regularization
2018.03.23 2025.05.28
Literature Database

Adversarial Logit Pairing

Authors: Harini Kannan, Alexey Kurakin, Ian Goodfellow | Published: 2018-03-16
Certified Robustness
Adversarial Learning
Machine Learning Method
2018.03.16 2025.05.28
Literature Database

Generating Artificial Data for Private Deep Learning

Authors: Aleksei Triastcyn, Boi Faltings | Published: 2018-03-08 | Updated: 2019-04-28
Privacy Technique
Certified Robustness
Differential Privacy
2018.03.08 2025.05.28
Literature Database

Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression

Authors: Nilaksh Das, Madhuri Shanbhogue, Shang-Tse Chen, Fred Hohman, Siwei Li, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2018-02-19
Certified Robustness
Adversarial attack
Machine Learning Method
2018.02.19 2025.05.28
Literature Database

Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks

Authors: Qi Liu, Tao Liu, Zihao Liu, Yanzhi Wang, Yier Jin, Wujie Wen | Published: 2018-02-14 | Updated: 2018-03-19
Certified Robustness
Adversarial Example
Adversarial attack
2018.02.14 2025.05.28
Literature Database

Blind Pre-Processing: A Robust Defense Method Against Adversarial Examples

Authors: Adnan Siraj Rakin, Zhezhi He, Boqing Gong, Deliang Fan | Published: 2018-02-05 | Updated: 2018-02-07
Data Preprocessing
Certified Robustness
Adversarial Learning
2018.02.05 2025.05.28
Literature Database

Evaluating the Robustness of Neural Networks: An Extreme Value Theory Approach

Authors: Tsui-Wei Weng, Huan Zhang, Pin-Yu Chen, Jinfeng Yi, Dong Su, Yupeng Gao, Cho-Jui Hsieh, Luca Daniel | Published: 2018-01-31
Certified Robustness
Robustness Evaluation
Adversarial attack
2018.01.31 2025.05.28
Literature Database
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