Stuart_Armstrong comments on AI indifference through utility manipulation - Less Wrong

4 Post author: Stuart_Armstrong 02 September 2010 05:06PM

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Comment author: Stuart_Armstrong 06 September 2010 12:56:28PM 0 points [-]

See http://selfawaresystems.files.wordpress.com/2008/01/ai_drives_final.pdf where he argues why a general self-improving AI will seek to make a time consistent utility function.

Comment author: timtyler 06 September 2010 04:47:55PM *  1 point [-]

Do you understand that paper yourself? That paper is about general drives that agents will tend to exhibit - unless their utility function explicity tells them to behave otherwise. Having a utility function that tells you to do something different once a button has been pressed clearly fits into the latter category.

An example of an agent that wants different things under different circumstances is a fertile woman. Before she is pregnant, she wants one set of things, and after she is pregnant, she wants other, different things. However, her utility function hasn't changed, just the circumstances in which she finds herself.

Can you make money from her by buying kids toys from her before she gets pregnant and selling them back to her once she has kids? Maybe so - if she didn't know whether she was going to get pregnant or not - and that is perfectly OK.

Remember that the point of a stop button is usually as a safety feature. If you want your machine to make as much money for you as possible, by all means leave it turned on. However, if you want to check it is doing OK, at regular intervals, you should expect to pay some costs for the associated downtime.

Comment author: Stuart_Armstrong 07 September 2010 07:58:59AM 1 point [-]

Do you understand that paper yourself?

Yes.

Can I remind you what we are talking about; not about a single stop button, but about a "utility function" that is constantly modified whenever new information comes in. That's the kind of weakness that will lead to systematic money pumping. The situation is more analogous to me being able to constantly change whether a woman is pregnant and back again, and buying and selling her children's toys each time. I can do that, by the information presented to the AI. And the AI, no matter how smart, will be useless at resisting that, until the moment where it 1) stops being a utility maximiser or 2) fixes its utility function.

It's not the fact the utility function is changing that is the problem, so self improving AI is fine. It's the fact that its systematically changing in response to predictable inputs.

Comment author: timtyler 07 September 2010 04:19:02PM *  1 point [-]

Can I remind you what we are talking about; not about a single stop button, but about a "utility function" that is constantly modified whenever new information comes in.

After backtracking - to try and understand what it is that you think we are talking about - I think I can see what is going on here.

When you wrote:

The other option is to have it change it's utility every time new information comes in, to track the changes.

...you were using "utility" as abbreviation for "utility function"!

That would result in a changing utility function, and - in that context - your comments make sense.

However, that represents a simple implementation mistake. You don't implement indifference by using a constantly-changing utility function. What changes - in order to make the utility of being switched off track the utility of being switched on - is just the utility associated with being switched off.

The utility function just has a component which says: "the expected utility of being stopped is the same as if not stopped". The utility function always says that - and doesn't change, regardless of sensory inputs or whether the stop button has been pressed.

What changes is the utility - not the utility function. That is what you wrote - but was apparently not what you meant - thus the confusion.

Comment author: Stuart_Armstrong 08 September 2010 07:20:09PM 0 points [-]

Yes, I apologise for the confusion. But what I showed in my post was that implementing "the expected utility of being stopped is the same as if not stopped" has to be done in a cunning way (the whole thing about histories having the same stem) or else extra information will get rid of indifference.