The most common formalizations of Occam's Razor, Solomonoff induction and Minimum Description Length, measure the program size of a computation used in a hypothesis, but don't measure the running time or space requirements of the computation. What if this makes a mind vulnerable to finite forms of Pascal's Wager? A compactly specified wager can grow in size much faster than it grows in complexity. The utility of a Turing machine can grow much faster than its prior probability shrinks.
Consider Knuth's up-arrow notation:
- 3^3 = 3*3*3 = 27
- 3^^3 = (3^(3^3)) = 3^27 = 3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3*3 = 7625597484987
- 3^^^3 = (3^^(3^^3)) = 3^^7625597484987 = 3^(3^(3^(... 7625597484987 times ...)))
In other words: 3^^^3 describes an exponential tower of threes 7625597484987 layers tall. Since this number can be computed by a simple Turing machine, it contains very little information and requires a very short message to describe. This, even though writing out 3^^^3 in base 10 would require enormously more writing material than there are atoms in the known universe (a paltry 10^80).
Now suppose someone comes to me and says, "Give me five dollars, or I'll use my magic powers from outside the Matrix to run a Turing machine that simulates and kills 3^^^^3 people."
Call this Pascal's Mugging.
"Magic powers from outside the Matrix" are easier said than done - we have to suppose that our world is a computing simulation run from within an environment that can afford simulation of arbitrarily large finite Turing machines, and that the would-be wizard has been spliced into our own Turing tape and is in continuing communication with an outside operator, etc.
Thus the Kolmogorov complexity of "magic powers from outside the Matrix" is larger than the mere English words would indicate. Therefore the Solomonoff-inducted probability, two to the negative Kolmogorov complexity, is exponentially tinier than one might naively think.
But, small as this probability is, it isn't anywhere near as small as 3^^^^3 is large. If you take a decimal point, followed by a number of zeros equal to the length of the Bible, followed by a 1, and multiply this unimaginably tiny fraction by 3^^^^3, the result is pretty much 3^^^^3.
Most people, I think, envision an "infinite" God that is nowhere near as large as 3^^^^3. "Infinity" is reassuringly featureless and blank. "Eternal life in Heaven" is nowhere near as intimidating as the thought of spending 3^^^^3 years on one of those fluffy clouds. The notion that the diversity of life on Earth springs from God's infinite creativity, sounds more plausible than the notion that life on Earth was created by a superintelligence 3^^^^3 bits large. Similarly for envisioning an "infinite" God interested in whether women wear men's clothing, versus a superintelligence of 3^^^^3 bits, etc.
The original version of Pascal's Wager is easily dealt with by the gigantic multiplicity of possible gods, an Allah for every Christ and a Zeus for every Allah, including the "Professor God" who places only atheists in Heaven. And since all the expected utilities here are allegedly "infinite", it's easy enough to argue that they cancel out. Infinities, being featureless and blank, are all the same size.
But suppose I built an AI which worked by some bounded analogue of Solomonoff induction - an AI sufficiently Bayesian to insist on calculating complexities and assessing probabilities, rather than just waving them off as "large" or "small".
If the probabilities of various scenarios considered did not exactly cancel out, the AI's action in the case of Pascal's Mugging would be overwhelmingly dominated by whatever tiny differentials existed in the various tiny probabilities under which 3^^^^3 units of expected utility were actually at stake.
You or I would probably wave off the whole matter with a laugh, planning according to the dominant mainline probability: Pascal's Mugger is just a philosopher out for a fast buck.
But a silicon chip does not look over the code fed to it, assess it for reasonableness, and correct it if not. An AI is not given its code like a human servant given instructions. An AI is its code. What if a philosopher tries Pascal's Mugging on the AI for a joke, and the tiny probabilities of 3^^^^3 lives being at stake, override everything else in the AI's calculations? What is the mere Earth at stake, compared to a tiny probability of 3^^^^3 lives?
How do I know to be worried by this line of reasoning? How do I know to rationalize reasons a Bayesian shouldn't work that way? A mind that worked strictly by Solomonoff induction would not know to rationalize reasons that Pascal's Mugging mattered less than Earth's existence. It would simply go by whatever answer Solomonoff induction obtained.
It would seem, then, that I've implicitly declared my existence as a mind that does not work by the logic of Solomonoff, at least not the way I've described it. What am I comparing Solomonoff's answer to, to determine whether Solomonoff induction got it "right" or "wrong"?
Why do I think it's unreasonable to focus my entire attention on the magic-bearing possible worlds, faced with a Pascal's Mugging? Do I have an instinct to resist exploitation by arguments "anyone could make"? Am I unsatisfied by any visualization in which the dominant mainline probability leads to a loss? Do I drop sufficiently small probabilities from consideration entirely? Would an AI that lacks these instincts be exploitable by Pascal's Mugging?
Is it me who's wrong? Should I worry more about the possibility of some Unseen Magical Prankster of very tiny probability taking this post literally, than about the fate of the human species in the "mainline" probabilities?
It doesn't feel to me like 3^^^^3 lives are really at stake, even at very tiny probability. I'd sooner question my grasp of "rationality" than give five dollars to a Pascal's Mugger because I thought it was "rational".
Should we penalize computations with large space and time requirements? This is a hack that solves the problem, but is it true? Are computationally costly explanations less likely? Should I think the universe is probably a coarse-grained simulation of my mind rather than real quantum physics, because a coarse-grained human mind is exponentially cheaper than real quantum physics? Should I think the galaxies are tiny lights on a painted backdrop, because that Turing machine would require less space to compute?
Given that, in general, a Turing machine can increase in utility vastly faster than it increases in complexity, how should an Occam-abiding mind avoid being dominated by tiny probabilities of vast utilities?
If I could formalize whichever internal criterion was telling me I didn't want this to happen, I might have an answer.
I talked over a variant of this problem with Nick Hay, Peter de Blanc, and Marcello Herreshoff in summer of 2006. I don't feel I have a satisfactory resolution as yet, so I'm throwing it open to any analytic philosophers who might happen to read Overcoming Bias.
I think this is actually the core of the issue - not certainty of your probability, per se, but rather how it is derived. I think I may have finally solved this!
See if you can follow me on this... If Pascal Muggers were completely independent instances of each other - that is, every person attempting a Pascal's Mugging has their own unique story and motivation for initiating it, without it correlating to you or the other muggers, then you have no additional information to go on. You shut up and multiply, and if the utility calculation comes out right, you pay the mugger. Sure, you're almost certainly throwing money away, but the off-chance more than offsets this by definition. Note that the probability calculation itself is complicated and not linear: Claiming higher numbers increases the probability that they are lying. However it's still possible they would come up with a number high enough to override this function.
At which point we previously said: "Aha! So this is a losing strategy! The Mugger ought not be able to arbitrarily manipulate me in this manner!" Or: "So what's stopping the mugger from upping the number arbitrarily, or mugging me multiple times?" ...To which I answer, "check the assumptions we started with".
Note that the assumption was that the Mugger is not influenced by me, nor by other muggings. The mugger's reasons for making the claim are their own. So "not trying to manipulate me knowing my algorithm" was an explicit assumption here.
What if we get rid of the assumption? Why, then now an increasingly higher utility claim (or recurring muggings) don't just raise the probability that the mugger is wrong/lying for their own inscrutable reasons. It additionally raises the probability that they are lying to manipulate me, knowing (or guessing) my algorithm.
Basically, I add in the question "why did the mugger choose the number 3^^^3 and not 1967? This makes it more likely that they are trying to overwhelm my algorithm, (mistakenly) thinking that it can thus be overwhelmed". If the mugger chooses 4^^^4 instead, this further (and proportionally?) increases said suspicion. And so on.
I propose that the combined weight of these probabilities rises faster than the claimed utility. If that is the case, then for all claimed utilities x higher than N, where N is a number that prompts a negative expected utility result, x would likewise produce a negative expected utility result.
Presumably, an AI with good enough grasp of motives and manipulation, this would not pose a problem for very long. We can specifically test for this behavior, checking the AI's analysis for increasingly higher claims and seeing whether the expected utility function really has a downward slope under these conditions.
I can try to further mathematize this (is this even a real word?). Is this necessary? The answer seems superficially satisfactory. Have I actually solved it? I don't really have a lot of time to keep grappling with it (been thinking about this on and off for the past few months), so I would welcome criticism even more than usual.
This is a very good point - the higher the number chosen, the more likely it is that the mugger is lying - but I don't think it quite solves the problem.
The probability that a person, out to make some money, will attempt a Pascal's Mugging can be no greater than 1, so let's imagine that it is 1. Every time I step out of my front door, I get mobbed by Pascal's Muggers. My mail box is full of Pascal's Chain Letters. Whenever I go online, I get popups saying "Click this link or 3^^^^3 people will die!". Let's say I get one Pascal-style threat every ... (read more)