Adversarial Learning

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09
Attack Method
Adversarial Example
Adversarial Learning

Differential Privacy and Natural Language Processing to Generate Contextually Similar Decoy Messages in Honey Encryption Scheme

Authors: Kunjal Panchal | Published: 2020-10-29
Password Guessing
Adversarial Learning
Generative Model Characteristics

Understanding Catastrophic Overfitting in Single-step Adversarial Training

Authors: Hoki Kim, Woojin Lee, Jaewook Lee | Published: 2020-10-05 | Updated: 2020-12-15
Poisoning
Robustness Evaluation
Adversarial Learning

Adversarially Training for Audio Classifiers

Authors: Raymel Alfonso Sallo, Mohammad Esmaeilpour, Patrick Cardinal | Published: 2020-08-26 | Updated: 2020-10-25
Adversarial Example
Adversarial Learning
Speech Signal Processing

Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning

Authors: Yinghua Zhang, Yangqiu Song, Jian Liang, Kun Bai, Qiang Yang | Published: 2020-08-25
Poisoning
Adversarial Learning
Deep Learning

Near Optimal Adversarial Attacks on Stochastic Bandits and Defenses with Smoothed Responses

Authors: Shiliang Zuo | Published: 2020-08-21 | Updated: 2024-03-14
Game Theory
Attack Method
Adversarial Learning

Defending Distributed Classifiers Against Data Poisoning Attacks

Authors: Sandamal Weerasinghe, Tansu Alpcan, Sarah M. Erfani, Christopher Leckie | Published: 2020-08-21
Poisoning
Attack Method
Adversarial Learning

Stronger and Faster Wasserstein Adversarial Attacks

Authors: Kaiwen Wu, Allen Houze Wang, Yaoliang Yu | Published: 2020-08-06
Watermarking
Adversarial Learning
Adversarial attack

Training DNN Model with Secret Key for Model Protection

Authors: MaungMaung AprilPyone, Hitoshi Kiya | Published: 2020-08-06
Watermarking
Adversarial Learning
Machine Learning

On the relationship between class selectivity, dimensionality, and robustness

Authors: Matthew L. Leavitt, Ari S. Morcos | Published: 2020-07-08 | Updated: 2020-10-13
Poisoning
Adversarial Learning
Vulnerability Analysis