Adversarial Attack Detection

Knowledge Distillation with Adversarial Samples Supporting Decision Boundary

Authors: Byeongho Heo, Minsik Lee, Sangdoo Yun, Jin Young Choi | Published: 2018-05-15 | Updated: 2018-12-14
Adversarial Example
Adversarial Attack Detection
Knowledge Distillation

Detecting Adversarial Samples for Deep Neural Networks through Mutation Testing

Authors: Jingyi Wang, Jun Sun, Peixin Zhang, Xinyu Wang | Published: 2018-05-14 | Updated: 2018-05-17
Certified Robustness
Adversarial Example
Adversarial Attack Detection

Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables

Authors: Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli | Published: 2018-03-12
Malware Detection Method
Adversarial Attack Detection
Encryption Technology

Combating Adversarial Attacks Using Sparse Representations

Authors: Soorya Gopalakrishnan, Zhinus Marzi, Upamanyu Madhow, Ramtin Pedarsani | Published: 2018-03-11 | Updated: 2018-07-13
Sparse Representation
Backdoor Detection
Adversarial Attack Detection

Towards Imperceptible and Robust Adversarial Example Attacks against Neural Networks

Authors: Bo Luo, Yannan Liu, Lingxiao Wei, Qiang Xu | Published: 2018-01-15
Robustness Improvement Method
Adversarial Example
Adversarial Attack Detection

A3T: Adversarially Augmented Adversarial Training

Authors: Akram Erraqabi, Aristide Baratin, Yoshua Bengio, Simon Lacoste-Julien | Published: 2018-01-12
Certified Robustness
Robustness Improvement Method
Adversarial Attack Detection

Less is More: Culling the Training Set to Improve Robustness of Deep Neural Networks

Authors: Yongshuai Liu, Jiyu Chen, Hao Chen | Published: 2018-01-09 | Updated: 2018-12-08
Certified Robustness
Adversarial Example
Adversarial Attack Detection

Spatially Transformed Adversarial Examples

Authors: Chaowei Xiao, Jun-Yan Zhu, Bo Li, Warren He, Mingyan Liu, Dawn Song | Published: 2018-01-08 | Updated: 2018-01-09
Robustness Improvement Method
Adversarial Learning
Adversarial Attack Detection

Generating Adversarial Examples with Adversarial Networks

Authors: Chaowei Xiao, Bo Li, Jun-Yan Zhu, Warren He, Mingyan Liu, Dawn Song | Published: 2018-01-08 | Updated: 2019-02-14
Adversarial Example
Adversarial Learning
Adversarial Attack Detection