Raymond D

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A slightly sideways argument for interpretability: It's a really good way to introduce the importance and tractability of alignment research

In my experience it's very easy to explain to someone with no technical background that

  • Image classifiers have got much much better (like in 10 years they went from being impossible to being something you can do on your laptop)
  • We actually don't really understand why they do what they do (like we don't know why the classifier says this is an image of a cat, even if it's right)
  • But, thanks to dedicated research, we have begun to understand a bit of what's going on in the black box (like we know it knows what a curve is, we can tell when it thinks it sees a curve)

Then you say 'this is the same thing that big companies are using to maximise your engagement on social media and sell you stuff, and look at how that's going. and by the way did you notice how AIs keep getting bigger and stronger?'

At this point my experience is it's very easy for people to understand why alignment matters and also what kind of thing you can actually do about it.

Compare this to trying to explain why people are worried about mesa-optimisers, boxed oracles, or even the ELK problem, and it's a lot less concrete. People seem to approach it much more like a thought experiment and less like an ongoing problem, and it's harder to grasp why 'developing better regularisers' might be a meaningful goal. 

But interpretability gives people a non-technical story for how alignment affects their lives, the scale of the problem, and how progress can be made. IMO no other approach to alignment is anywhere near as good for this.

My main takeaway from this post is that it's important to distinguish between sending signals and trying to send signals, because the latter often leads to goodharting.

It's tricky, though, because obviously you want to be paying attention to what signals you're giving off, and how they differ from the signals you'd like to be giving off, and sometimes you do just have to try to change them. 

For instance, I make more of an effort now than I used to, to notice when I appreciate what people are doing, and tell them, so that they know I care. And I think this has basically been very good. This is very much not me dropping all effort to signal.

But I think what you're talking about is very applicable here, because if I were just trying to maximise that signal, I would probably just make up compliments, and this would probably be obviously insincere. So I guess the big question is, which things do you stop trying to do?

(Also, I notice I'm now overthinking editing this comment because I've switched gears from 'what am I trying to say' to 'what will people interpret from this'. Time to submit, I guess.)

if you think timelines are short for reasons unrelated to biological anchors, I don't think Bio Anchors provides an affirmative argument that you should change your mind.

 

Eliezer:  I wish I could say that it probably beats showing a single estimate, in terms of its impact on the reader.  But in fact, writing a huge careful Very Serious Report like that and snowing the reader under with Alternative Calculations is probably going to cause them to give more authority to the whole thing.  It's all very well to note the Ways I Could Be Wrong and to confess one's Uncertainty, but you did not actually reach the conclusion, "And that's enough uncertainty and potential error that we should throw out this whole deal and start over," and that's the conclusion you needed to reach.

I would be curious to know what the intended consequences of the forecasting piece were.

A lot of Eliezer's argument seems to me to be pushing at something like 'there is a threshold for how much evidence you need before you start putting down numbers, and you haven't reached it', and I take what I've quoted from your piece to be supporting something like 'there is a threshold for how much evidence you might have, and if you're above it (and believe this forecast to be an overestimate) then you may be free to ignore the numbers here', contra the Humbali position. I'm not particularly confident on that, though.

Where this leaves me is feeling like you two have different beliefs about who will (or should) update on reading this kind of thing, and to what end, which is probably tangled up in beliefs about how good people are at holding uncertainty in their mind. But I'm not really sure what these beliefs are.

The belief that people can only be morally harmed by things that causally affect them is not universally accepted. Personally I intuitively would like my grave to not be desecrated, for instance.

I think we have lots of moral intuitions that have become less coherent as science has progressed. But if my identical twin started licensing his genetic code to make human burgers for people who wanted to see what cannibalism was like, I would feel wronged.

I'm using pretty charged examples here, but the point I'm trying to convey is that there are a lot of moral lenses to apply here, and there are defensible deontological prohibitions to be made. Perhaps under scrutiny they'd fall away but I don't think it's clear cut, or at least not yet.

You ask a number of good questions here, but the crucial point to me is that they are still questions. I agree it seems, based on my intuitions of the answers, like this isn't the best path. But 'how much would it cost' and 'what's the chance a clone works on something counterproductive' are, to me, not an argument against cloning, but rather arguments for working out how to answer those questions.

Also very ironic if we can't even align clones and that's what gets us.

I think there are extra considerations to do with what the clone's relation to von Neumann. Plausibly, it might be wrong to clone him without his consent, which we can now no longer get. And the whole idea that you might have a right to your likeness, identity, image, and so on, becomes much trickier as soon as you have actually been cloned.

Also there's a bit of a gulf between a parent deciding to raise a child they think might do good and a (presumably fairly large) organisation funding the creation of a child.

I don't have strongly held convictions on these points, but I do think that they're important and that you'd need to have good answers before you cloned somebody.

Well, I basically agree with everything you just said. I think we have quite different opinions about what politics is, though, and what it's for. But perhaps this isn't the best place to resolve those differences.

Ok I think this is partly fair, but also clearly our moral standards are informed by our society, and in no small part those standards emerge from discussions about what we collectively would like those standards to be, and not just a genetically hardwired disloyalty sensor.

Put another way: yes, in pressured environments we act on instinct, but those instincts don't exist in a vacuum, and the societal project of working out what they ought to be is quite important and pretty hard, precisely because in the moment where you need to refer to it, you will be acting on System 1.

I'm not sure I'm entirely persuaded. Are you saying that the goal of ethics is to accurately predict what people's moral impulse will be in arbitrary situations?

I think moral impulses have changed with times, and it's notable that some people (Bentham, for example) managed to think hard about ethics and arrive at conclusions which massively preempted later shifts in moral values.

Like, Newton's theories give you a good way to predict what you'll see when you throw a ball in the air, but it feels incorrect to me to say that Newton's goal was to find order in our sensory experience of ball throwing. Do you think that there are in fact ordered moral laws that we're subject to, which our impulses respond to, and which we're trying to hone in on?

Migration - they have a team that will just do it for you if you're on the annual plan, plus there's an exporting plugin (https://ghost.org/docs/migration/wordpress/)

Setup - yeah there are a bunch of people who can help with this and I am one of them

I'll message you

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