Poison In The Machine [UPDATED]

For a broad look at the math and mechanics behind these attacks, read the ACM survey A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning Systems.

2. The Concept: "Poison in the Machine" (Cultural Critique Papers)

Because the exact phrase most famously refers to a specific music book and a legendary punk rock concept, the correct resources depend on which subject is intended. 1. The Book: Sex Pistols: Poison in the Machine Poison In The Machine

If looking for academic papers discussing this exact phrase, it is widely cited in cultural geography and musicology to describe punk's attempt to use commercial systems to destroy them from within.

Sex Pistols: Poison in the Machine (Published 2017 by Reaktion Books / distributed by the University of Chicago Press ). For a broad look at the math and

If seeking the biographical and cultural study of the legendary punk band, there is a published book by music historian John Scanlan.

You can read about this specific cultural critique in academic literature like Chapter 2 of the Cambridge University book No Future: Punk as Cultural Critique . If seeking the biographical and cultural study of

The famous paper on prompt-specific attacks by Shan et al., Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models .