Poisoning

A Direct Approach to Robust Deep Learning Using Adversarial Networks

Authors: Huaxia Wang, Chun-Nam Yu | Published: 2019-05-23
Poisoning
Adversarial Example
Generative Adversarial Network

Deep Reinforcement Learning for Detecting Malicious Websites

Authors: Moitrayee Chatterjee, Akbar Siami Namin | Published: 2019-05-22
Phishing
Poisoning
Reinforcement Learning Algorithm

Learning to Confuse: Generating Training Time Adversarial Data with Auto-Encoder

Authors: Ji Feng, Qi-Zhi Cai, Zhi-Hua Zhou | Published: 2019-05-22
Poisoning
Effective Perturbation Methods
Machine Learning Algorithm

POPQORN: Quantifying Robustness of Recurrent Neural Networks

Authors: Ching-Yun Ko, Zhaoyang Lyu, Tsui-Wei Weng, Luca Daniel, Ngai Wong, Dahua Lin | Published: 2019-05-17
Poisoning
Model Evaluation
Performance Evaluation Method

Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization

Authors: Seungyong Moon, Gaon An, Hyun Oh Song | Published: 2019-05-16 | Updated: 2022-10-18
Query Generation Method
Poisoning
Optimization Methods

Data Poisoning Attacks on Stochastic Bandits

Authors: Fang Liu, Ness Shroff | Published: 2019-05-16
Algorithm
Poisoning
Attack Chain Analysis

On Norm-Agnostic Robustness of Adversarial Training

Authors: Bai Li, Changyou Chen, Wenlin Wang, Lawrence Carin | Published: 2019-05-15
Poisoning
Adversarial Example
Adversarial Training

Transferable Clean-Label Poisoning Attacks on Deep Neural Nets

Authors: Chen Zhu, W. Ronny Huang, Ali Shafahi, Hengduo Li, Gavin Taylor, Christoph Studer, Tom Goldstein | Published: 2019-05-15 | Updated: 2019-05-16
Backdoor Attack
Poisoning
Attack Type

Adversarial Defense Framework for Graph Neural Network

Authors: Shen Wang, Zhengzhang Chen, Jingchao Ni, Xiao Yu, Zhichun Li, Haifeng Chen, Philip S. Yu | Published: 2019-05-09 | Updated: 2019-05-10
Framework
Poisoning
Robust Estimation

Cognitive Triaging of Phishing Attacks

Authors: Amber van der Heijden, Luca Allodi | Published: 2019-05-06 | Updated: 2019-05-29
Data Collection Method
Poisoning
Attack Scenario Analysis