Adversarial Transferability

Uncovering the Connections Between Adversarial Transferability and Knowledge Transferability

Authors: Kaizhao Liang, Jacky Y. Zhang, Boxin Wang, Zhuolin Yang, Oluwasanmi Koyejo, Bo Li | Published: 2020-06-25 | Updated: 2021-07-08
Poisoning
Adversarial Transferability
Knowledge Transferability

Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness

Authors: Ting-Wu Chin, Cha Zhang, Diana Marculescu | Published: 2020-02-07 | Updated: 2021-04-28
Robustness Improvement Method
Adversarial Example
Adversarial Transferability

Over-the-Air Adversarial Attacks on Deep Learning Based Modulation Classifier over Wireless Channels

Authors: Brian Kim, Yalin E. Sagduyu, Kemal Davaslioglu, Tugba Erpek, Sennur Ulukus | Published: 2020-02-05 | Updated: 2020-02-13
Adversarial Perturbation Techniques
Adversarial Transferability
Communication Loss

Minimax Defense against Gradient-based Adversarial Attacks

Authors: Blerta Lindqvist, Rauf Izmailov | Published: 2020-02-04
Adversarial Perturbation Techniques
Adversarial Transferability
Effectiveness Analysis of Defense Methods

A4 : Evading Learning-based Adblockers

Authors: Shitong Zhu, Zhongjie Wang, Xun Chen, Shasha Li, Umar Iqbal, Zhiyun Qian, Kevin S. Chan, Srikanth V. Krishnamurthy, Zubair Shafiq | Published: 2020-01-29
Adversarial Perturbation Techniques
Adversarial Transferability
Machine Learning Technology

A Survey of Game Theoretic Approaches for Adversarial Machine Learning in Cybersecurity Tasks

Authors: Prithviraj Dasgupta, Joseph B. Collins | Published: 2019-12-04
Data Generation
Vulnerability of Adversarial Examples
Adversarial Transferability

Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms

Authors: Karl Michel Koerich, Mohammad Esmaeilpour, Sajjad Abdoli, Alceu de Souza Britto Jr., Alessandro Lameiras Koerich | Published: 2019-10-22 | Updated: 2020-07-29
Adversarial Learning
Performance Evaluation
Adversarial Transferability

Adversarial Example Detection by Classification for Deep Speech Recognition

Authors: Saeid Samizade, Zheng-Hua Tan, Chao Shen, Xiaohong Guan | Published: 2019-10-22
Adversarial Learning
Adversarial Transferability
Malfunction of Voice Assistants

On the Design of Black-box Adversarial Examples by Leveraging Gradient-free Optimization and Operator Splitting Method

Authors: Pu Zhao, Sijia Liu, Pin-Yu Chen, Nghia Hoang, Kaidi Xu, Bhavya Kailkhura, Xue Lin | Published: 2019-07-26 | Updated: 2019-12-04
Poisoning
Effective Perturbation Methods
Adversarial Transferability

Semisupervised Adversarial Neural Networks for Cyber Security Transfer Learning

Authors: Casey Kneale, Kolia Sadeghi | Published: 2019-07-25
Training Method
Adversarial Example
Adversarial Transferability