Literature Database

Improving SIEM for Critical SCADA Water Infrastructures Using Machine Learning

Authors: Hanan Hindy, David Brosset, Ethan Bayne, Amar Seeam, Xavier Bellekens | Published: 2019-03-06
Sensor Information Management
Data Dependency
Machine Learning Algorithm

Online Data Poisoning Attack

Authors: Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard | Published: 2019-03-05 | Updated: 2019-05-30
Poisoning
Reinforcement Learning Attack
Optimization Problem

Adversarial Examples on Graph Data: Deep Insights into Attack and Defense

Authors: Huijun Wu, Chen Wang, Yuriy Tyshetskiy, Andrew Docherty, Kai Lu, Liming Zhu | Published: 2019-03-05 | Updated: 2019-05-22
Certified Robustness
Adversarial Example
Adversarial Perturbation Techniques

Complement Objective Training

Authors: Hao-Yun Chen, Pei-Hsin Wang, Chun-Hao Liu, Shih-Chieh Chang, Jia-Yu Pan, Yu-Ting Chen, Wei Wei, Da-Cheng Juan | Published: 2019-03-04 | Updated: 2019-03-21
Multi-Class Classification
Robustness Improvement Method
Adversarial Learning

PuVAE: A Variational Autoencoder to Purify Adversarial Examples

Authors: Uiwon Hwang, Jaewoo Park, Hyemi Jang, Sungroh Yoon, Nam Ik Cho | Published: 2019-03-02
Poisoning
Robustness Improvement Method
Adversarial Perturbation Techniques

Attacking Graph-based Classification via Manipulating the Graph Structure

Authors: Binghui Wang, Neil Zhenqiang Gong | Published: 2019-03-01 | Updated: 2019-08-13
Poisoning
Model Inversion
Adversarial Graph Classification

Evaluating Adversarial Evasion Attacks in the Context of Wireless Communications

Authors: Bryse Flowers, R. Michael Buehrer, William C. Headley | Published: 2019-03-01
Adversarial Learning
Adversarial Perturbation Techniques
Wireless Channel Detection

Detecting Target-Area Link-Flooding DDoS Attacks using Traffic Analysis and Supervised Learning

Authors: Mostafa Rezazad, Matthias R. Brust, Mohammad Akbari, Pascal Bouvry, Ngai-Man Cheung | Published: 2019-03-01
DDoS Attack
IoT Traffic Characteristics
Unknown Attack Detection

TrojDRL: Trojan Attacks on Deep Reinforcement Learning Agents

Authors: Panagiota Kiourti, Kacper Wardega, Susmit Jha, Wenchao Li | Published: 2019-03-01
Poisoning
Reinforcement Learning
Adversarial Attack Methods

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Certified Robustness
Robustness Improvement Method
Adversarial Learning