Backdoor Attack

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

An Investigation of Data Poisoning Defenses for Online Learning

Authors: Yizhen Wang, Somesh Jha, Kamalika Chaudhuri | Published: 2019-05-28 | Updated: 2020-02-19
Backdoor Attack
Poisoning
Taxonomy of Attacks

Privacy Risks of Securing Machine Learning Models against Adversarial Examples

Authors: Liwei Song, Reza Shokri, Prateek Mittal | Published: 2019-05-24 | Updated: 2019-08-25
Backdoor Attack
Membership Inference
Adversarial Example

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

A Robust Approach for Securing Audio Classification Against Adversarial Attacks

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-04-24 | Updated: 2019-11-25
Backdoor Attack
Adversarial Example
Adversarial Attack Methods

Gotta Catch ‘Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks

Authors: Shawn Shan, Emily Wenger, Bolun Wang, Bo Li, Haitao Zheng, Ben Y. Zhao | Published: 2019-04-18 | Updated: 2020-09-28
Trapdoor Defense
Backdoor Attack
Adversarial Transferability