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Specification gaming examples in AI

by Samuel Rødal
10th Nov 2018
AI Alignment Forum
1 min read
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Ω 4

This is a linkpost for https://docs.google.com/spreadsheets/u/1/d/e/2PACX-1vRPiprOaC3HsCf5Tuum8bRfzYUiKLRqJmbOoC-32JorNdfyTiRRsR7Ea5eWtvsWzuxo8bjOxCG84dAg/pubhtml
Goodhart's LawMachine Learning (ML)AI
Frontpage

24

Ω 4

Specification gaming examples in AI
9Said Achmiz
2Raemon
4Samuel Rødal
3Vika
2Samuel Rødal
3habryka
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[-]Said Achmiz7yΩ590

These are great (and terrifying).

It’s hard to pick just one favorite, but I think I’ll go with that amazing last entry:

We noticed that our agent discovered an adversarial policy to move around in such a way so that the monsters in this virtual environment governed by the M model never shoots a single fireball in some rollouts. Even when there are signs of a fireball forming, the agent will move in a way to extinguish the fireballs magically as if it has superpowers in the environment.

Literally “hacking the Matrix to gain superpowers”.

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[-]Raemon6y20

Rereading this a year later and holy christ that example is great and terrifying.

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[-]Samuel Rødal7yΩ340

Also recently discussed on Hacker News: https://news.ycombinator.com/item?id=18415031

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[-]Vika7yΩ230

As a result of the recent attention, the specification gaming list has received a number of new submissions, so this is a good time to check out the latest version :).

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[-]Samuel Rødal7yΩ220

I noticed this has already been posted to Lesswrong here: https://www.lesswrong.com/posts/AanbbjYr5zckMKde7/specification-gaming-examples-in-ai

Should I delete the post?

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[-]habryka7yΩ230

Seems fine to leave here, as long as we link to the other place, and the other place links to here.

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Interesting list of examples where AI programs gamed the specification, solving the problem in rather creative (or dumb) ways not intended by the programmers.