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

How benign is benign overfitting?

Authors: Amartya Sanyal, Puneet K Dokania, Varun Kanade, Philip H. S. Torr | Published: 2020-07-08
Adversarial Example
Adversarial Learning
Overfitting and Memorization

Defending against Backdoors in Federated Learning with Robust Learning Rate

Authors: Mustafa Safa Ozdayi, Murat Kantarcioglu, Yulia R. Gel | Published: 2020-07-07 | Updated: 2021-07-29
Backdoor Attack
Adversarial Learning
Defense Mechanism

Backdoor attacks and defenses in feature-partitioned collaborative learning

Authors: Yang Liu, Zhihao Yi, Tianjian Chen | Published: 2020-07-07
Poisoning
Adversarial Learning
Defense Mechanism