On Defending Against Label Flipping Attacks on Malware Detection Systems
Authors: Rahim Taheri, Reza Javidan, Mohammad Shojafar, Zahra Pooranian, Ali Miri, Mauro Conti | Published: 2019-08-13 | Updated: 2020-06-16
Adversarial Attack Methods
On the Adversarial Robustness of Neural Networks without Weight Transport
Authors: Mohamed Akrout | Published: 2019-08-09 | Updated: 2019-10-03
Defending Against Adversarial Iris Examples Using Wavelet Decomposition
Authors: Sobhan Soleymani, Ali Dabouei, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-08-08
Universal Adversarial Audio Perturbations
Authors: Sajjad Abdoli, Luiz G. Hafemann, Jerome Rony, Ismail Ben Ayed, Patrick Cardinal, Alessandro L. Koerich | Published: 2019-08-08 | Updated: 2020-11-17
Investigating Decision Boundaries of Trained Neural Networks
Authors: Roozbeh Yousefzadeh, Dianne P O'Leary | Published: 2019-08-07
BlurNet: Defense by Filtering the Feature Maps
Authors: Ravi Raju, Mikko Lipasti | Published: 2019-08-06 | Updated: 2020-05-16
A principled approach for generating adversarial images under non-smooth dissimilarity metrics
Authors: Aram-Alexandre Pooladian, Chris Finlay, Tim Hoheisel, Adam Oberman | Published: 2019-08-05 | Updated: 2019-10-08
A Restricted Black-box Adversarial Framework Towards Attacking Graph Embedding Models
Authors: Heng Chang, Yu Rong, Tingyang Xu, Wenbing Huang, Honglei Zhang, Peng Cui, Wenwu Zhu, Junzhou Huang | Published: 2019-08-04 | Updated: 2019-12-17
Robustness properties of Facebook’s ResNeXt WSL models
Authors: A. Emin Orhan | Published: 2019-07-17 | Updated: 2019-12-09
Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics
Authors: Yuxin Ma, Tiankai Xie, Jundong Li, Ross Maciejewski | Published: 2019-07-17 | Updated: 2019-10-03