Keynote, Day 1: "Secure AI" is 20 years old

MiddleGround, Tue, Aug 6, 11:30 - Tue, Aug 6, 12:15 CDT Keynotes Machine Learning (ML) security is far older than what most people think. The first documented "vulnerability" in a ML model dates back to 2004. There are several well oiled teams that...

MiddleGround, Tue, Aug 6, 11:30 - Tue, Aug 6, 12:15 CDT

Keynotes

Machine Learning (ML) security is far older than what most people think. The first documented "vulnerability" in a ML model dates back to 2004. There are several well oiled teams that have been managing AI risk for over a decade.


A new wave of “AI red teamers” who don’t know the history and the purpose are here. Some are doing brand safety work by making it harder for LLMs to say bad things. Others are doing safety assessments, like bias testing. Both of these aren’t really “red teaming” as there isn’t an adversary.


The term is getting abused by many, including myself as I organized the misnamed Generative Red Team at DEFCON 31. There are new aspects to the field of ML Security, but it’s not that different. We will go over the history and how you should learn about the field to be most effective.

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Sven Cattell