Adversarial Attack Methods

Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses

Authors: Xiao Wang, Siyue Wang, Pin-Yu Chen, Yanzhi Wang, Brian Kulis, Xue Lin, Peter Chin | Published: 2019-08-20
Poisoning
Robustness Improvement Method
Adversarial Attack Methods

Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks

Authors: Jiadong Lin, Chuanbiao Song, Kun He, Liwei Wang, John E. Hopcroft | Published: 2019-08-17 | Updated: 2020-02-03
Robustness Improvement Method
Attack Evaluation
Adversarial Attack Methods

On the Adversarial Robustness of Subspace Learning

Authors: Fuwei Li, Lifeng Lai, Shuguang Cui | Published: 2019-08-17
Definition of Mathematical Concepts
Adversarial Attack Methods
Optimization Problem

Adversarial shape perturbations on 3D point clouds

Authors: Daniel Liu, Ronald Yu, Hao Su | Published: 2019-08-16 | Updated: 2020-10-23
Robustness Improvement Method
Attack Evaluation
Adversarial Attack Methods

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
Poisoning
Adversarial Attack Methods
Computational Complexity

On the Adversarial Robustness of Neural Networks without Weight Transport

Authors: Mohamed Akrout | Published: 2019-08-09 | Updated: 2019-10-03
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods

Defending Against Adversarial Iris Examples Using Wavelet Decomposition

Authors: Sobhan Soleymani, Ali Dabouei, Jeremy Dawson, Nasser M. Nasrabadi | Published: 2019-08-08
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods

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
Adversarial Example
Adversarial Attack Methods
Speech Signal Processing

Investigating Decision Boundaries of Trained Neural Networks

Authors: Roozbeh Yousefzadeh, Dianne P O'Leary | Published: 2019-08-07
Robustness Improvement Method
Adversarial Example
Adversarial Attack Methods

BlurNet: Defense by Filtering the Feature Maps

Authors: Ravi Raju, Mikko Lipasti | Published: 2019-08-06 | Updated: 2020-05-16
Robustness Improvement Method
Attack Evaluation
Adversarial Attack Methods