Ensemble Noise Simulation to Handle Uncertainty about Gradient-based Adversarial Attacks
Authors: Rehana Mahfuz, Rajeev Sahay, Aly El Gamal | Published: 2020-01-26
敵対的学習
Code-Bridged Classifier (CBC): A Low or Negative Overhead Defense for Making a CNN Classifier Robust Against Adversarial Attacks
Authors: Farnaz Behnia, Ali Mirzaeian, Mohammad Sabokrou, Sai Manoj, Tinoosh Mohsenin, Khaled N. Khasawneh, Liang Zhao, Houman Homayoun, Avesta Sasan | Published: 2020-01-16
A simple way to make neural networks robust against diverse image corruptions
Authors: Evgenia Rusak, Lukas Schott, Roland S. Zimmermann, Julian Bitterwolf, Oliver Bringmann, Matthias Bethge, Wieland Brendel | Published: 2020-01-16 | Updated: 2020-07-22
Universal Adversarial Attack on Attention and the Resulting Dataset DAmageNet
Authors: Sizhe Chen, Zhengbao He, Chengjin Sun, Jie Yang, Xiaolin Huang | Published: 2020-01-16 | Updated: 2020-10-21
To Transfer or Not to Transfer: Misclassification Attacks Against Transfer Learned Text Classifiers
Authors: Bijeeta Pal, Shruti Tople | Published: 2020-01-08
Softmax-based Classification is k-means Clustering: Formal Proof, Consequences for Adversarial Attacks, and Improvement through Centroid Based Tailoring
Authors: Sibylle Hess, Wouter Duivesteijn, Decebal Mocanu | Published: 2020-01-07
WAF-A-MoLE: Evading Web Application Firewalls through Adversarial Machine Learning
Authors: Luca Demetrio, Andrea Valenza, Gabriele Costa, Giovanni Lagorio | Published: 2020-01-07
Generating Semantic Adversarial Examples via Feature Manipulation
Authors: Shuo Wang, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen, Tianle Chen | Published: 2020-01-06 | Updated: 2022-05-20
Toward Optimal Adversarial Policies in the Multiplicative Learning System with a Malicious Expert
Authors: S. Rasoul Etesami, Negar Kiyavash, Vincent Leon, H. Vincent Poor | Published: 2020-01-02 | Updated: 2020-09-18
ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense
Authors: Ying Meng, Jianhai Su, Jason O'Kane, Pooyan Jamshidi | Published: 2020-01-02 | Updated: 2020-10-16