Adversarial Example

Robustness, Privacy, and Generalization of Adversarial Training

Authors: Fengxiang He, Shaopeng Fu, Bohan Wang, Dacheng Tao | Published: 2020-12-25
Relationship between Robustness and Privacy
Adversarial Example
Adversarial Training

Gradient-Free Adversarial Attacks for Bayesian Neural Networks

Authors: Matthew Yuan, Matthew Wicker, Luca Laurenti | Published: 2020-12-23
Attack Evaluation
Adversarial Example
Defense Method

FoggySight: A Scheme for Facial Lookup Privacy

Authors: Ivan Evtimov, Pascal Sturmfels, Tadayoshi Kohno | Published: 2020-12-15
Data Privacy Assessment
Adversarial Example
Face Recognition

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Authors: Brian Kim, Yalin E. Sagduyu, Tugba Erpek, Kemal Davaslioglu, Sennur Ulukus | Published: 2020-12-03 | Updated: 2021-03-09
Attack Method
Adversarial Example
Adversarial Learning

Omni: Automated Ensemble with Unexpected Models against Adversarial Evasion Attack

Authors: Rui Shu, Tianpei Xia, Laurie Williams, Tim Menzies | Published: 2020-11-23 | Updated: 2021-10-12
Model Performance Evaluation
Adversarial Example
Adversarial attack

Efficient and Transferable Adversarial Examples from Bayesian Neural Networks

Authors: Martin Gubri, Maxime Cordy, Mike Papadakis, Yves Le Traon, Koushik Sen | Published: 2020-11-10 | Updated: 2022-06-18
Model Performance Evaluation
Adversarial Example
Adversarial attack

Adversarial Examples in Constrained Domains

Authors: Ryan Sheatsley, Nicolas Papernot, Michael Weisman, Gunjan Verma, Patrick McDaniel | Published: 2020-11-02 | Updated: 2022-09-09
Adversarial Example
Adversarial attack
Feature Engineering

Reliable Graph Neural Networks via Robust Aggregation

Authors: Simon Geisler, Daniel Zügner, Stephan Günnemann | Published: 2020-10-29
Adversarial Example
Certificate Ratio
Evaluation Method

Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based Models Reliable?

Authors: Anna-Kathrin Kopetzki, Bertrand Charpentier, Daniel Zügner, Sandhya Giri, Stephan Günnemann | Published: 2020-10-28 | Updated: 2021-06-11
Adversarial Example
Challenges of Generative Models
Evaluation Method

Asymptotic Behavior of Adversarial Training in Binary Classification

Authors: Hossein Taheri, Ramtin Pedarsani, Christos Thrampoulidis | Published: 2020-10-26 | Updated: 2021-07-14
Attack Evaluation
Adversarial Example
Regularization