In the rapidly evolving landscape of artificial intelligence, a silent threat lurks beneath the surface of seemingly trustworthy models: backdoor attacks. At its core, a backdoor attack is a method of compromising…
Category: Backdoor & Trojan Attacks
A History Of Clean-Label AI Data Poisoning Backdoor Attacks
With significant advancements in stealth and effectiveness across diverse domains in just seven short years, the field of clean-label AI data poisoning has quickly evolved from the first major clean-label attack framework…
A Taxonomy Of Backdoor AI Data Poisoning Attacks
In this section, backdoor data poisoning attacks are divided into the following categories: Backdooring Pretrained Models Attacks that insert hidden malicious behaviors into models during the pretraining phase, before they are fine-tuned…
Backdoor Attacks – The Problem Has Outpaced The Solution
The concept of the backdoor, or “trojan”, AI attack was first proposed in 2017 by Gu, Dolan-Gavitt & Garg in their paper ‘BadNets: Identifying Vulnerabilities In The Machine Learning Model Supply Chain’…