Adversarial Example

Sitatapatra: Blocking the Transfer of Adversarial Samples

Authors: Ilia Shumailov, Xitong Gao, Yiren Zhao, Robert Mullins, Ross Anderson, Cheng-Zhong Xu | Published: 2019-01-23 | Updated: 2019-11-21
Certified Robustness
Adversarial Example
Non-Transferable Detection

Universal Rules for Fooling Deep Neural Networks based Text Classification

Authors: Di Li, Danilo Vasconcellos Vargas, Sakurai Kouichi | Published: 2019-01-22 | Updated: 2019-04-03
Trigger Detection
Adversarial Example
Deep Learning Method

Adversarial Attack and Defense on Graph Data: A Survey

Authors: Lichao Sun, Yingtong Dou, Carl Yang, Ji Wang, Yixin Liu, Philip S. Yu, Lifang He, Bo Li | Published: 2018-12-26 | Updated: 2022-10-06
Poisoning
Robustness
Adversarial Example

Deep-RBF Networks Revisited: Robust Classification with Rejection

Authors: Pourya Habib Zadeh, Reshad Hosseini, Suvrit Sra | Published: 2018-12-07
Certified Robustness
Experimental Validation
Adversarial Example

Adversarial Attacks, Regression, and Numerical Stability Regularization

Authors: Andre T. Nguyen, Edward Raff | Published: 2018-12-07
Robust Regression
Adversarial Example
Defense Effectiveness Analysis

The Limitations of Model Uncertainty in Adversarial Settings

Authors: Kathrin Grosse, David Pfaff, Michael Thomas Smith, Michael Backes | Published: 2018-12-06 | Updated: 2019-11-17
Certified Robustness
Robustness Evaluation
Adversarial Example

On Configurable Defense against Adversarial Example Attacks

Authors: Bo Luo, Min Li, Yu Li, Qiang Xu | Published: 2018-12-06
Adversarial Example
Adversarial Learning
Defense Method

Random Spiking and Systematic Evaluation of Defenses Against Adversarial Examples

Authors: Huangyi Ge, Sze Yiu Chau, Bruno Ribeiro, Ninghui Li | Published: 2018-12-05 | Updated: 2020-01-20
Certified Robustness
Adversarial Example
Defense Method

Discrete Adversarial Attacks and Submodular Optimization with Applications to Text Classification

Authors: Qi Lei, Lingfei Wu, Pin-Yu Chen, Alexandros G. Dimakis, Inderjit S. Dhillon, Michael Witbrock | Published: 2018-12-01 | Updated: 2019-04-04
Application of Text Classification
Adversarial Example
Optimization Problem

An Adversarial Approach for Explainable AI in Intrusion Detection Systems

Authors: Daniel L. Marino, Chathurika S. Wickramasinghe, Milos Manic | Published: 2018-11-28
Identification of AI Output
Model Performance Evaluation
Adversarial Example