Backdoor Attack

Detecting AI Trojans Using Meta Neural Analysis

Authors: Xiaojun Xu, Qi Wang, Huichen Li, Nikita Borisov, Carl A. Gunter, Bo Li | Published: 2019-10-08 | Updated: 2020-10-01
Backdoor Attack
Poisoning
Attack Evaluation

An Efficient and Margin-Approaching Zero-Confidence Adversarial Attack

Authors: Yang Zhang, Shiyu Chang, Mo Yu, Kaizhi Qian | Published: 2019-10-01
Backdoor Attack
Model Design and Accuracy
Adversarial Attack Methods

Hidden Trigger Backdoor Attacks

Authors: Aniruddha Saha, Akshayvarun Subramanya, Hamed Pirsiavash | Published: 2019-09-30 | Updated: 2019-12-21
Training Data Generation
Backdoor Attack
Adversarial attack

Deep k-NN Defense against Clean-label Data Poisoning Attacks

Authors: Neehar Peri, Neal Gupta, W. Ronny Huang, Liam Fowl, Chen Zhu, Soheil Feizi, Tom Goldstein, John P. Dickerson | Published: 2019-09-29 | Updated: 2020-08-13
Backdoor Attack
Performance Evaluation
Detection of Poisonous Data

Detection of Backdoors in Trained Classifiers Without Access to the Training Set

Authors: Zhen Xiang, David J. Miller, George Kesidis | Published: 2019-08-27 | Updated: 2020-08-19
Backdoor Attack
Attack Type
Adversarial Attack Detection

Model Agnostic Defence against Backdoor Attacks in Machine Learning

Authors: Sakshi Udeshi, Shanshan Peng, Gerald Woo, Lionell Loh, Louth Rawshan, Sudipta Chattopadhyay | Published: 2019-08-06 | Updated: 2022-03-31
Backdoor Attack
Attack Evaluation
Content Specialized for Toxicity Attacks

Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics

Authors: Yuxin Ma, Tiankai Xie, Jundong Li, Ross Maciejewski | Published: 2019-07-17 | Updated: 2019-10-03
Backdoor Attack
Poisoning
Adversarial Attack Methods

Poisoning Attacks with Generative Adversarial Nets

Authors: Luis Muñoz-González, Bjarne Pfitzner, Matteo Russo, Javier Carnerero-Cano, Emil C. Lupu | Published: 2019-06-18 | Updated: 2019-09-25
Backdoor Attack
Attack Method
Generative Adversarial Network

On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks

Authors: Masoumeh Shafieinejad, Jiaqi Wang, Nils Lukas, Xinda Li, Florian Kerschbaum | Published: 2019-06-18 | Updated: 2019-11-26
DNN IP Protection Method
Backdoor Attack
Attack Method

Securing Connected & Autonomous Vehicles: Challenges Posed by Adversarial Machine Learning and The Way Forward

Authors: Adnan Qayyum, Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha | Published: 2019-05-29
Backdoor Attack
Adversarial Example
Adversarial Attack Methods