Adversarial Learning

Regional Image Perturbation Reduces $L_p$ Norms of Adversarial Examples While Maintaining Model-to-model Transferability

Authors: Utku Ozbulak, Jonathan Peck, Wesley De Neve, Bart Goossens, Yvan Saeys, Arnout Van Messem | Published: 2020-07-07 | Updated: 2020-07-18
Attack Pattern Extraction
Adversarial Example
Adversarial Learning
2020.07.07 2025.05.28
Literature Database

Black-box Adversarial Example Generation with Normalizing Flows

Authors: Hadi M. Dolatabadi, Sarah Erfani, Christopher Leckie | Published: 2020-07-06
Adversarial Learning
Challenges of Generative Models
Computational Efficiency
2020.07.06 2025.05.28
Literature Database

On Data Augmentation and Adversarial Risk: An Empirical Analysis

Authors: Hamid Eghbal-zadeh, Khaled Koutini, Paul Primus, Verena Haunschmid, Michal Lewandowski, Werner Zellinger, Bernhard A. Moser, Gerhard Widmer | Published: 2020-07-06
Poisoning
Risk Management
Adversarial Learning
2020.07.06 2025.05.28
Literature Database

Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain

Authors: Ihai Rosenberg, Asaf Shabtai, Yuval Elovici, Lior Rokach | Published: 2020-07-05 | Updated: 2021-03-13
Adversarial Example
Adversarial Learning
Feature Importance Analysis
2020.07.05 2025.05.28
Literature Database

Relationship between manifold smoothness and adversarial vulnerability in deep learning with local errors

Authors: Zijian Jiang, Jianwen Zhou, Haiping Huang | Published: 2020-07-04 | Updated: 2020-12-23
Factors of Performance Degradation
Adversarial Example
Adversarial Learning
2020.07.04 2025.05.28
Literature Database

Smooth Adversarial Training

Authors: Cihang Xie, Mingxing Tan, Boqing Gong, Alan Yuille, Quoc V. Le | Published: 2020-06-25 | Updated: 2021-07-11
Robustness
Adversarial Example
Adversarial Learning
2020.06.25 2025.05.28
Literature Database

Local Convolutions Cause an Implicit Bias towards High Frequency Adversarial Examples

Authors: Josue Ortega Caro, Yilong Ju, Ryan Pyle, Sourav Dey, Wieland Brendel, Fabio Anselmi, Ankit Patel | Published: 2020-06-19 | Updated: 2023-03-08
Adversarial Example
Adversarial Learning
Watermarking Technology
2020.06.19 2025.05.28
Literature Database

Systematic Attack Surface Reduction For Deployed Sentiment Analysis Models

Authors: Josh Kalin, David Noever, Gerry Dozier | Published: 2020-06-19
Attack Method
Adversarial Learning
Defense Mechanism
2020.06.19 2025.05.28
Literature Database

A general framework for defining and optimizing robustness

Authors: Alessandro Tibo, Manfred Jaeger, Kim G. Larsen | Published: 2020-06-19 | Updated: 2021-05-29
Safety Characteristics
Performance Evaluation
Adversarial Learning
2020.06.19 2025.05.28
Literature Database

Differentiable Language Model Adversarial Attacks on Categorical Sequence Classifiers

Authors: I. Fursov, A. Zaytsev, N. Kluchnikov, A. Kravchenko, E. Burnaev | Published: 2020-06-19
Adversarial Example
Adversarial Learning
Deep Learning Method
2020.06.19 2025.05.28
Literature Database
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