data poisoning

A blue bottle with a skull and crossbones symbol on a bright yellow background.

A Brief Introduction To AI Data Poisoning

06/09/2025

As machine learning systems have become integrated into safety and security-sensitive…

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A hand pours glowing purple liquid from a bottle onto a keyboard in front of a screen displaying a skull and crossbones symbol.

A History Of Clean-Label AI Data Poisoning Backdoor Attacks

06/09/2025

With significant advancements in stealth and effectiveness across diverse domains in…

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A digital skull and crossbones symbol made of green binary code on a dark background, representing a computer virus or hacking threat.

A History Of Label-Flipping AI Data Poisoning Attacks

06/09/2025

Label-flipping is popular because of key advantages such as requiring not…

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A hooded skeleton figure holding a glowing blue vial with a skull and crossbones symbol, surrounded by laboratory equipment and DNA strands.

A Taxonomy Of AI Training Data Poisoning Attacks

06/09/2025

In this brief taxonomy, training data poisoning attacks are divided into…

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A digital artwork showing a human brain split into two halves, one organic and one circuit-board-like, symbolizing the fusion of biology and technology.

A Taxonomy Of AI Data Poisoning Defenses

06/08/2025

We begin our taxonomy by dividing data poisoning defenses into three broad categories:…

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A digital brain composed of puzzle pieces connected to a futuristic circuit board, symbolizing AI and neural networks.

The Big List Of AI Data Poisoning Attack And Defense References And Resources 

06/08/2025

Note that the below are in alphabetical order by title. Enjoy!…

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