Adversarial Attack Methods

Can You Really Backdoor Federated Learning?

Authors: Ziteng Sun, Peter Kairouz, Ananda Theertha Suresh, H. Brendan McMahan | Published: 2019-11-18 | Updated: 2019-12-02
Adversarial Attack Methods
Threat Model
Effectiveness Analysis of Defense Methods

A New Ensemble Adversarial Attack Powered by Long-term Gradient Memories

Authors: Zhaohui Che, Ali Borji, Guangtao Zhai, Suiyi Ling, Jing Li, Patrick Le Callet | Published: 2019-11-18
Backdoor Attack
Model Performance Evaluation
Adversarial Attack Methods

Black-Box Adversarial Attack with Transferable Model-based Embedding

Authors: Zhichao Huang, Tong Zhang | Published: 2019-11-17 | Updated: 2020-01-05
Adversarial Example
Adversarial Attack Methods
Knowledge Transferability

Defending Against Model Stealing Attacks with Adaptive Misinformation

Authors: Sanjay Kariyappa, Moinuddin K Qureshi | Published: 2019-11-16
Adversarial Example
Adversarial Attack Methods
Effectiveness Analysis of Defense Methods

Suspicion-Free Adversarial Attacks on Clustering Algorithms

Authors: Anshuman Chhabra, Abhishek Roy, Prasant Mohapatra | Published: 2019-11-16
Model Performance Evaluation
Numerical Stability Issues
Adversarial Attack Methods

DomainGAN: Generating Adversarial Examples to Attack Domain Generation Algorithm Classifiers

Authors: Isaac Corley, Jonathan Lwowski, Justin Hoffman | Published: 2019-11-14 | Updated: 2020-02-14
Botnet Detection
Model Performance Evaluation
Adversarial Attack Methods

There is Limited Correlation between Coverage and Robustness for Deep Neural Networks

Authors: Yizhen Dong, Peixin Zhang, Jingyi Wang, Shuang Liu, Jun Sun, Jianye Hao, Xinyu Wang, Li Wang, Jin Song Dong, Dai Ting | Published: 2019-11-14
Model Performance Evaluation
Adversarial Example
Adversarial Attack Methods

Adversarial Examples in Modern Machine Learning: A Review

Authors: Rey Reza Wiyatno, Anqi Xu, Ousmane Dia, Archy de Berker | Published: 2019-11-13 | Updated: 2019-11-15
Poisoning
Adversarial Example
Adversarial Attack Methods

On Robustness to Adversarial Examples and Polynomial Optimization

Authors: Pranjal Awasthi, Abhratanu Dutta, Aravindan Vijayaraghavan | Published: 2019-11-12
Model Performance Evaluation
Adversarial Attack Methods
Computational Problem

Patch augmentation: Towards efficient decision boundaries for neural networks

Authors: Marcus D. Bloice, Peter M. Roth, Andreas Holzinger | Published: 2019-11-08 | Updated: 2019-11-25
Model Performance Evaluation
Adversarial Attack Methods
Feature Engineering