Adversarial Attack Methods

Universal adversarial examples in speech command classification

Authors: Jon Vadillo, Roberto Santana | Published: 2019-11-22 | Updated: 2021-02-13
Adversarial Example
Adversarial Attack Methods
Research Methodology

Robustness Certificates for Sparse Adversarial Attacks by Randomized Ablation

Authors: Alexander Levine, Soheil Feizi | Published: 2019-11-21
Model Performance Evaluation
Numerical Stability Issues
Adversarial Attack Methods

Fine-grained Synthesis of Unrestricted Adversarial Examples

Authors: Omid Poursaeed, Tianxing Jiang, Yordanos Goshu, Harry Yang, Serge Belongie, Ser-Nam Lim | Published: 2019-11-20 | Updated: 2020-10-22
Model Performance Evaluation
Model Design
Adversarial Attack Methods

Deep Minimax Probability Machine

Authors: Lirong He, Ziyi Guo, Kaizhu Huang, Zenglin Xu | Published: 2019-11-20
Model Performance Evaluation
Adversarial Example
Adversarial Attack Methods

Adversarial Robustness of Flow-Based Generative Models

Authors: Phillip Pope, Yogesh Balaji, Soheil Feizi | Published: 2019-11-20
Trade-off Analysis
Model Design
Adversarial Attack Methods

Generate (non-software) Bugs to Fool Classifiers

Authors: Hiromu Yakura, Youhei Akimoto, Jun Sakuma | Published: 2019-11-20
Model Performance Evaluation
Adversarial Example
Adversarial Attack Methods

Towards non-toxic landscapes: Automatic toxic comment detection using DNN

Authors: Ashwin Geet D'Sa, Irina Illina, Dominique Fohr | Published: 2019-11-19 | Updated: 2020-09-16
Class Imbalance
Model Performance Evaluation
Adversarial Attack Methods

Deep Detector Health Management under Adversarial Campaigns

Authors: Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner | Published: 2019-11-19
Class Imbalance
Adversarial Example
Adversarial Attack Methods

Attack on Grid Event Cause Analysis: An Adversarial Machine Learning Approach

Authors: Iman Niazazari, Hanif Livani | Published: 2019-11-19 | Updated: 2019-11-25
Adversarial Example
Adversarial Attack Methods
Effectiveness Analysis of Defense Methods

WITCHcraft: Efficient PGD attacks with random step size

Authors: Ping-Yeh Chiang, Jonas Geiping, Micah Goldblum, Tom Goldstein, Renkun Ni, Steven Reich, Ali Shafahi | Published: 2019-11-18
Convergence Analysis
Reinforcement Learning Attack
Adversarial Attack Methods