What's the Use of Utility Functions?
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- čas přidán 7. 06. 2024
- A lot of our problems with AI seem to relate to its utility function. Why do we need one of those, anyway?
Footage from The Simpsons, Copyright FOX, used under Fair Use
With thanks to everyone who gave their suggestions and feedback about drafts of this video
And thanks to my Patreon Supporters:
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/ robertskmiles - Věda a technologie
"If your preferences aren't transitive, you can get stuck in a loop"
Yuuuup, that's my life right there
"If your preferences aren't transitive, you can get stuck in a loop"
"If your preferences aren't transitive, you can get stuck in a loop"
"If your preferences aren't transitive, you can get stuck in a loop"
Oh dear!
Doesn't seem very smart. So either you are being irrational, or the model with came up with is lacking.
Although, we can be xxx between A, B and C, and find that being placed in the context of A, B or C is sufficient to wish for B, C or A respectively. Like in jokenpo.
Falnésio Borges yes. People are naturally irrational.
This is actually interesting because in my experience, if you do these sort of "what's your favorite of X" tests you end up with intransitive results, or, at least, the first time you do it, your results include a LOT of incongruencies due to the fact that certain pairs were juxtaposed in such a way as to create "intransitive impressions", leading to lots of items being wildly misordered on the final list.
I would go so far as to say that a lot of human preferences (a lot of them more subtle) are NOT coherent!
another thing is the evolutionary behaviour of novelty seeking… which definitely implicates non-transitive preferences
@@paradoxica424 Novelty seeking doesn't imply intransitivity. It just means that you value a world state where you know about the thing more than one where you don't. Humans do have very inconsistent preferences though.
@@cheshire1 Do you value a world where you know everything more than the world where you know nothing? In the former you cannot do novelty seeking.
@@user-ik5uw9rf9othe difference is novelty seeking as a terminal goal versus as an instrumental goal. I personally value it terminally. I also value knowledge itself and knowledge is instrumentally incredibly useful, so I would still choose being omniscient over knowing nothing. I don't think I'll have to worry about running out of things to learn tho.
@@user-ik5uw9rf9o Even valuing novelty seeking terminally does not imply circular preferences. It just means a term in the utility function for the experience of learning something.
5:47 "Human intelligence is kind of badly implemented". Damm god, you had one job!
To be fair he canonically had an entire universe to implement and a one week deadline
Can't an omnipotent being stretch deadlines?
Nillie
God may be omnipotent, but certainly isn't infinitely smart: not only he was unable to stretch the deadline, he actually forced it upon himself, having infinite resources and nobody above him in hierarchy of power. No wonder we have inconsistencies if we were created in his image.
Judaism is very symbolic for expressing stuff. Also, the book of Genesis was the last one to be written, probably around the time when The Library of Alexandria already existed or started to make sense for it to exist. In any case, it'd be hard to prove or disprove god's existence using a book as premise. ^_^
It might be easier to prove or disprove if our goddamn intelligence was decently implemented.
Human utility-functions are dynamically reference-frame and time-dependent. Humans are composed of countless antagonistic agents. It might well be, that a general AI could have analogs to "moods" and "subjectivity" as well to moderate it's own inner goal-conflicts. Especially in cases, where the AI's model of the world is using complementary information from it's situations in time.
I like this idea. I'd love to see a video that goes deeper into this and explores what kind of consequences such an implementation could have, both positive and negative. @RobertMilesAI, did you already make a video about this? If not, would you be willing to make one?
Please do a video on AGI designs that aren't meant to behave like agents.
The point is that they basically have to be. If the mathematics of agents cant apply then its incoherent.
if they take decisions base on inputs and act upon those decisions, they're agents... and thats it
@@michaelmoran9020 looks like you didn't read the text at 06:35
@@esquilax5563 I stand by what I said regardless. Just because something isn't designed explicitly as an agent I would be extremely surprised if you couldn't model it as one
Wow, Assembly level system engineer for 34 years and never heard of HCF. _Always_ something new to learn.
this channel is gonna be great
I believe it's already been great.
We are witnessing the birth of something amazing, and in a few years we can tell our children, our friends or our machine overlords that we were there from the beginning.
humbugtheman again ;P
Let's make youtube great again!
lol i love the edits on this video
I would rather be out with friends than practice juggling. But I can't go out with my friends as I have work to do. But work is boring so I might just take 5 minutes to practice juggling. whoops I just spent all day juggling.
I mean...nontransitive preferences seem exceedingly common for people to have.
I believe it's not so much that the preferences are non-transitive, but that we are optimizing for multiple variables, and we can't optimize for all of them at the same time.
For example, our preference between eating and sleeping changes throughout the day depending on how hungry and sleepy we are feeling at any point in time. We might prefer talking with friends when we're low on social interaction, or watching a video on AI safety when we're low on intellectual stimulation.
But although our preferences shift around based on all kinds of want-and-need-based variables, at any single point in time there is an order of transitive preferences for that particular moment.
I don't believe that's possible; we're just bad at examining our own preferences, which also change all the time.
@@nowheremap There are rational cases where preferences are nontransitive, like rock-paper-scissors, Penney's game, or Efron's dice
@@shadowsfromolliesgraveyard6577 I don't think you make any sense.
Assuming you are talking about the fact one option wins against another, you are completely missing the point. Say you are playing rock paper scissors with me over something you really care about, you prefer winning to not winning.
However, that means, you are indifferent to winning with rock, winning with paper, and winning with scissor, which are prefer to tieing with rock etc etc.
Out of the 9 world states possible between us 2, you prefer 3 to 3 others to 3 more. Within each set of 3 you are indifferent. Your preference is clearly transitive.
Assuming that's not what you mean, well, what did you mean?
@@randomnobody660 Okay consider 3 guys. A rich plain dumb guy vs a poor hot 100IQ guy vs a middle-class ugly genius guy. All measures equal, someone's preference for them would go Guy 1 < Guy 2 < Guy 3 < Guy 1, because each guy beats the previous on 2/3 measures. That's a rational non-transitive preference.
I think that your statement at 5:01, "If you have an ordering of world states, there will exist a set of numbers for each world state that corresponds to that ordering" isn't quite accurate. I don't necessarily think this detracts from the main point you're arguing, but I think it's worth mentioning. If the number of world states is countable, then your claim is totally fine. If not, though, it isn't necessarily true. Not all uncountable totally ordered sets correspond to subsets of the real numbers. If the set of world states is (best modeled as) something with cardinality larger than that of the real numbers, then it'd be impossible for it to correspond to a subset of the reals.
I think this is probably fine though? I'm certainly not an expert, but I would assume that any actual AGI would have preferences that can be modeled countably, due to physical limitations. In that case, the ordering certainly corresponds to a subset of the real numbers. Also, from watching your other videos, most of the properties of the utility function that you talk about, and that are relevant to the problems you discuss, seem like purely order-theoretic properties. They don't really seem to rely on the values the utility function takes actually being "numbers" to begin with, so long as there's a total order on them. Still though, (in my non-expert opinion) it seems probably fine to think intuitively about utility functions in terms of real numbers, especially in an informal context like here on CZcams. Of course, that's just a vague judgment call, so I'm sure someone can poke some holes in it.
I had the same thought. I'd like to point out, though, that you don't need the the set of world states to be cardinally larger than the real numbers for there to be an ordering on world states that can't be embedded in the real numbers. If your preference order is order-isomorphic to the long line, i.e. ω₁ × [0,1), then it would have the same cardinality as the real numbers but would not be possible to embed into them, because the image of ω₁ × {0}, which is an uncountable well-ordered set, would need to be an uncountable well-ordered subset of ℝ, and no such subset exists. (I think the Axiom of Choice is needed to show this.)
The editing is pure gold! Really well explained video on top of that. Great job!
I didn't know you had a channel. I always like your appearances on Computerphile.
The only thing that comes to mind is when I really want both A and B to happen. I'm not indifferent, because I score both as 10. Then I tend to do whatever is possible to make both happen. Maybe in a logical case, you are forced to pick 1 option and just have to decide which you want more. But in real world cases you tend to try and change all the other parameters you can to make both possible.
Bear in mind that A and B are *world* states, so they include all the other parameters as well. There's no such thing as "A and B both happen" - each one is an entire world state, so the thing you're thinking of where you get the stuff in A and also the stuff in B, is really its own world state, call it C. You're indifferent between A and B but you prefer C to either of them
Gotcha! Wow! Thanks a lot for the reply! Really love the channel! :)
I absolutely love your subtle humor hidden all over your serious arguments! :D
The indifferent relation needs to be transitive for a utility function to exist. But if we have a sequence of very similar world states and for any two consecutive states, the difference is not measurable by the agent of concern, so there isn't a preferred state. But if we consider the first and last sates in this sequence, the difference may accumulate to a measurable level and there can be a preferred state. Wouldn't that mean that this indifferent relation isn't really transitive?
It would still be transitive; it would just imply the agent has a limited accuracy of evaluating it's utility function
The comparison > is transitive as long as you can't find states A, B, C with u(A) > u(B) > u(C) but not u(A) > u(C), as is the case in your example. There would be states where u(A)=u(B)=u(C) but not u(A)=u(C). That means the equivalence relation of being indifferent is not transitive, but it doesn't need to be.
Instead of discussing these topics in the default CZcams comments section, how about putting a link on each video to a page run by forum-specific software such as Disqus, Reddit, or even a wiki? CZcams comments are OK for posting quick reactions, but the format here strikes me as poorly suited for long back-and-forth discussion threads. Does anyone agree, and if so, what forum software do you recommend?
William Dye Well youtube has simply a great exposure i guess :) so if you are a content creator you probably want to spread your work as much as possible. But yes, a forum like discussion would be very interesting
Reddit.
CGP Grey puts link to Reddit thread for every new video. I thing this approach works if you have solid subscriber base and explicitly say Reddit is good, CZcams comment system sucks. I like how Reddit sorts comments. If there are only 100s of comments, I don't know if it's worth effort.
this is exactly why i use alientube, i get reddit comments under youtube instead of the google+ ones (be lucky that i toggled to google+ just to check hehe) chrome.google.com/webstore/detail/alientube-for-youtube/opgodjgjgojjkhlmmhdlojfehcemknnp?hl=en
Maybe discord ?
Man, this is good stuff. Thanks, Robert!
you did a great job of explaining the arguments in the comments section without being condescending, way more than most channels can say. love your content!
Ok, I love it, but there are a few technical notes I'd like to mention. First, you have to play around with your camera a bit, and set some kind of AE-lock. Those exposure/white balance cuts were pretty glaring. That brings us to my second issue, jump cuts. Please, don't put a cut behind every two words. Try to use jump cuts as little as possible. Let the information you just presented breath a little. If you feel like you mispronounced or stuttered, don't cover it up with jump cuts. Try to make your editing in a larger passages and eventually just reshoot those as a whole if you've made a mistake.
Thanks for the series.
Yeah. I figured since I was using the same camera in the same place with the same lights, I didn't need to do white balance again, but some light must have got in from outside, since I was shooting at a different time of day. White balance every time, I guess is the lesson.
The jump cuts are a stylistic choice mostly, I'm going for a vlogbrothers-style thing, but obviously those guys are actually good at it, which makes a big difference. You're right though, some of the particularly ugly cuts are there because I didn't want to reshoot. Often I wanted to leave a little more space but hadn't left enough time after a take before looking away at my notes or whatever.
Before starting this channel I'd never owned a DSLR or used any video editing software. It's no fun doing all your learning and mistakes in front of thousands of people, so thank you for being kind and constructive with your feedback :)
I thought the jump cuts were fine. Feels just like the other vloggers' videos do.
I would say it depends on the content, in this kind of videos it's good to have some time in between to actually grasp what you are saying.
Thank you for citing the lovely hcf instruction. I believe most modern processors have analogs. For Intel, it's to disable the thermal interrupt system and go into a sha256 loop. For Sparc it's probably to break a glass window. For AMD it's likely something to do with writing primes to SCR.
I believe Atmel has something?
this channel's gonna blow up, at least among its "science" peer channels. let's take the ride from this channel's humble beginnings to some epic output in the near distant future, hurray!
I'll put on Ride of the Bitshift Varialkyries.
Preferences represent desire, intelligence is what we use to reconcile those desires with reality. I would imagine you already know this, but I think it's an important distinction to make when discussing utility functions.
In terms of quantifying preferences, I think your trilemma of possibilities falls short. A > B OR B > A are a given, but A ~ B implies that you don't care whether A or B is the outcome. In reality there is a fourth possibility: You want both A and B to happen, and there we enter the realm of cognitive dissonance.
If you've ever seen Star Trek: Voyager, think of the episode where the doctor descends into insanity because he could not reconcile with his choice to save one patient over the other. I think that episode demonstrates the problem of trying to resolve cognitive dissonance through purely logical functions quite well. I would argue it's a mistake to treat intelligence as purely a logical function, logic forms only a fraction of what constitutes intelligence.
Great. Just great. Thank you, do keep these videos going
I'd be really interested to see a video about non-agent AGIs.
I think intransitive preferences could come into play when the agent doesn't have all options available at any given time. The loop only occurs if I have the option to move between the three cities at will. I can't think of any concrete examples right now, but I can entertain the possibility that you might make different choices between three things if only given pairs of the things. In that case, you'd have to alter your utility function to be able to take in not only the world state but also the decision space.
Fascinating series, I love it!. One question I have: given that utility functions will require definitions and given that it is capable of learning and will have some degree of malleability and self-malleability, maybe to maximise its reward it will start changing definitions - to move the goalposts so to speak (I'm sure there are many anthropomorphic comparisons with human intelligence I could make here, post-hoc rationalisation and so on. "I couldn't get that job but you know what, I didn't want in anyway"). Maybe T-bot will decide that it is easier to achieve it's tea-goal by just re-defining tea or who the target is.
I suppose this would also bring up the issue of how its learning and changing may alter its initial utility functions, (or are utility functions meant to be something 'hard-wired'?). Would be interested to hear your thoughts on this!
One possible answer is in another Rob video: Apparently it depends on the type of agent, if it either manipulates its utility function, or heavily fights against it.
If it can rewrite itself, the most efficient thing to do probably is to set all world states to the same value and do nothing, idling indefinitely. I'm looking forward to Rob's videos about non-agent AGI, since there's probably an answer to such ideas.
So informative! More people should know about the channel :D
This editing is gold.
Badly implemented is a strong word. Erraitc and random behaviors of humans has the benefit of being stuck in local optimums. That is being human. AGI should definitely implement such things that would change its utility functions. Similar to dna replication errors resulting on amazing diversity of life. Errors and randomness are definitely essential in AGI
At 4 minutes in you say you can't have a>b, b>a, a~b, but that's the problm, we think that way. For example ,I live pepperonia pizza and sausage pizza about the same, with little to no preference behind a coin flip but I may also be deciding based on outcomes for others, such as a friend who gets heartburn from pepperoni rather than sausage. Seems like the fourth state of which you say can't happen should be programmed in to allow for a variance between a and b being close that the AI should move on to continue evaluating based on a separate reward function
Well explained, thank you for sharing!Greetings from Amsterdam, a place with great utility functions... ;)
I love your use of Simpsons clips.
Amazing insight as always, delivered in a fun way
Keep it up Rob!!
great video! could you recommend some links for further reading on the logic / theory of choice here - thanks!
5:40
"... human beings do not reliably
behave as though they have consistent
preferences but that's just because
human intelligence is kind of badly
implemented our inconsistencies don't
make us better people it's not some
magic key to our humanity or secret to
our effectiveness or whatever ..."
-- but it may be the key to solving the control problem!
Artificial Stupidity? Neat!
The control problem? Question, has anyone coded an AI with no specific objective? Humans aren’t born knowing anything about the world, we change our minds on what we want very frequently. Humans don’t have set reward functions, so why can’t we program AI who can also learn and find their own reward functions?
@@daniellewilson8527 This whole video is about why we do have a reward function even if we don't realise it. Think if the reward function as happiness. If nothing made you feel anything and you had no instincts you wouldn't do anything. Similarly the AI would do nothing or do random things. Machine learning basically works by generating a random program, seeing how well it does a task and if it does well tweaking that program a bit more etc. If you have no reward function you're just generating random useless programs.
The bad implementations result in things like prejudice, lying to ourselves about what we want as we do something that is inconsistent, (cognitive dissonance allows people to do terrible things while telling themselves they're not at fault) confirmation bias etc
It's not stupidity. It's ignorance. It wouldn't solve the problem. It would just mean the AI intentionally doesn't care about our values instead of just accidentally not caring.
Great comprehensive video.
Maybe humans have multiple utility functions, which's importance changes dependending on whether they are achieved?
For example, if you don't have anything to drink, the utility function (drink something) increases in importance. If the goal "having enough water in your body" is not reached, it may start to outweigh the importance of other utility functions, after a while. For example "behave in a way other people won't throw you out of the tribe" may becom outweight.
Then you might stop caring what other thing and just drink out of the flower pot. After you have drunk, the importance of the utility function "drink enough" is reduced and social norms start to outweigh the "drink enough" utility function.
Is there something I am missing out about utility functions?
So, if I understood Rob's video correctly, you should not think of a utility function as a motivation or goal. You should think of it as a function that takes in an entire state, and gives that state a numeral rating. So in your example, you talk about a person with two motivational pressures, "drinking enough" and "adhering to social norms". These motivations do not have their own individual utility functions. Instead, there is one utility function that takes in these two states as parameters and returns some rating. Your example can be represented like:
Scenario A:
utilityFunction(low water, adhering to social norms) = -1000
Scenario B:
utilityFunction(sufficient water, not adhering to social norms ) = -200
Scenario C:
utilityFunction(sufficient water, adhering to social norms) = 100
There are not separate utility functions so much as motivations that affect the utility function's result. Some of those motivations (such as having enough to drink) may have more of an impact on the result than other motivations (such as adhering to social norms). For that reason, a human would want to ensure they have sufficient water before worrying about adhering to social norms.
Then there is a higher order utility function, so to speak, which incorporates those functions along with rules of assigning weights to them.
Like Artem said, you could have smaller utility functions that determine the value of specific goals, and the overall utility function combines them in some way to produce a utility for the entire world.
Hmmm, I don't complete buy that preferences must be transitive.
For example, let's say I have 6 diferent objectives in mind. And then between two different worlds I prefrer the one that beats the other in more objectives.
This sounds like a valid comparation method to me...
But this method isn't always transitive, for example in non transitive dice.
Anyone has a solution for this?
Isn't my world comparator a valid one?
@@gastonsalgado7611 Let's say someone presents you with dice A, B, C with the sides (2,4,9); (1,6,8) and (3,5,7) respectively and allows you to pick one. They guarantee to grant as many of your objectives as the number on the die shows. Let's say you pick C at first. These dice are intransitive, which means B will beat C _more than half_ the time. The other person offers you to switch to C if you pay a penny. Surely switching to the other die is worth a penny? But wait, if you choose B, then A would beat B more than half a time; and then C would beat A. Would you really go around in circles, spending a penny each until you're out of money? Of course not.
This illustrates that 'beats the other more than half the time' is not a smart decision criterion. A better one is to look at the _expected value_ of each die. Every one of them has an expected value of 5 and you would be indifferent about which to pick. Expected value is always transitive, so no one could pump money out of you using a similar trick.
A superintelligent AI would not let you pump money out of it.
But Rob, I may say, your videos are great!
Jokes aside - this would be one of the very few channels I'd consider supporting through patreon and buying merch from. We need more of you Rob! You got us hooked!
Yass! Got to the end of the video =)
Would you please enable the subtitle's creation option?
I didn't know that was an option I had to enable. Thanks!
I wrote portuguese subtitles to this one. The option is not enabled to the other videos, though.
R.I.P. community contributions 😔
@@vanderkarl3927 It's something that takes a lot of time, unfortunately
Wait a sec. A well-order set can not always bijected into |R (for exemple if we order P(|R), but I m not sure it is possible).
In this case that's not important because we can consider only a finite set of world state.
Before watching the full video, here was my train of thought on "several conflicting utility functions that interact with each other": Hm, that's a great idea. But how would they interact? There'd have to be weights on each and rules for which controls which, all arranged together by some sort of... function... for calculating the overall utility. I wonder what we'd call it...
human inconsistencies might not always be counter-productive. eg: self-deception can be evolutionarily beneficial in some cases as it allows humans to better deceive others or to find motivation easier, and these could lead to inconsistencies in behaviour. source: a university lecture i fell asleep in once
If you compare just deceiving others better and doing the same, but with self-deception as a bonus, you can easily see that the latter is clearly counter-productive. Also, evolution is not a synonym of improvement. Though our lives would certainly improve if we had consistent preferences, because consistency leads to easier optimization of activities we need to perform. It would be much harder, if not impossible, to write an optimizing compiler for a programming language, if CPU instructions executed for varying number of clock cycles; programs would be slow and have unpredictable lags.
I kind of agree. Bad decisions could be a feature more than the result of a negligent implementation they could play the role of a "bias" or "noise" to help climbing out of local minima/maxima. Once in a while you get randomly seeded and instead of doing what you always do, you do something silly or genius.
the problem is that
1. Not all problems human reasoning flaws are actually useful , evolution can't look ahead and didn't have that munch time(comparatively) to improve the new cognitive features in humans so you are going to find realy negligent implementation like you can find in a lot of other things evolution did, evolution can easily get stuck in local maxima."
2.A lot of flaws in human reasoning actually were useful.....in the ancestral environment , now a lot of things have changed and those flaws aren't useful anymore .
3.No ,doing random things isn't very useful there are a lot more ways of succeeding than failing , and most flaws of humans reasoning don't help people to climb out of local maxima.
Humans aren't logical "by nature". Teaching humans to think logically is very difficult and quite expensive (energy wise), and it doesn't have a great rate of success. Thus, I believe, it'd be very rare for a human being to arrive to a solution mainly by adhering to logical reasoning, we would most likely recur to brute forcing the problems until we stepped on a solution. Acting "randomly" could help shorting the path to the next optimal solution. It'd be a lottery, but even a lottery has more chances than trying every possible step in order when your health bar is ticking down. ^_^
Yes thinking using system 2 is costly , thinking carefully about things you need time and energy and you can't always do that, but that doesn't mean people solve that by brute forcing problems , generally problems are too complex todo that , when we don't have time to think carefully we rely on intuitions, which isn't irrational or random , intuitions are perfectly valid algorithms(which are worse but cheaper and mostly rely on previous experience) that our brain executes that we aren't consciously aware of , people doesn't try completely incoherent and random actions , what seems random is actually things that we subconsciously decided that could have good results if it was a lottery every time that we choose something without thinking then we wouldn't survive everyday life, is posible there is some randomness involved but we certainly aren't randomly trying all possibilities(it they were they wouldn't be able to play go , let alone complex "real life" problems), and I don't know what trying all posible steps in "order" would even mean in real life situations , evolution does try randomly and that's why it spends millions of years to do little improvements, but humans aren't doing that .Returning to the original topic, what Rob said that was bad mind design is that humans don't have preferences coherent with an utility function which doesn't have anything to do with how we determine what actions will have more utility but with the fact that we don't actually have coherent preferences.Also even if maybe some apparent bugs in human minds are actually features some of those feature are completely outdated and there are others that clearly are bad design , for example the fact that I need all my concentration and mental energy to multiply two digit numbers ,I can do complex image processing subconsciously but cant multiply big numbers, and that's consciously spending time and a lot of energy , unconsciously people can only barely multiply , because this our intuitions stop working in exponential functions.
Damn, that is a sweet Earth
FINALLY.
Three months I've been waiting for somebody to notice that reference
Haha! Maybe if there was lots of explosions on it? :)
"Rawund"
Just watched the video for the first time. Caught it instantly. I'm just late to the party. ;)
I'm trying to figure out what it would mean for an AI to not act like an agent...
You're assuming a utility function has to be a total ordering of world states: partial orderings are also consistent but are not amenable to being numbered.
What would it mean to have only partial ordering of world states? What makes up a 'group' of world states such that a designer would never want an intelligent actor to try to decide between members of different groups?
2:45: I think a meaningful distinction can be made between indifference and ambivalence. If the individual preference magnitudes of A and B are large, that says something different than if they are small. If I am ambivalent about two issues and am faced with a situation where I need to manifest my preferences in some way, I am more likely to expend energy investigating, trying to tilt the balance in favor of one side or another than if I am genuinely indifferent.
To put it another way, indifference says "either choice is fine" but ambivalence would mean "neither choice is fine"
What would you do if given the choice between A and [do nothing] and you're ambivalent?
[do nothing] is always an available policy option. If given the choice between A and B and you decide to [do nothing], that just means you have higher preference for [do nothing] than either A or B.
I just love the quick cut to "completeness" after assuming references exist :D
This channel makes my utility function higher
I think you gloss over the cost of consistency a bit too quickly. Human decision making lacks consistency largely because we are lazy or in other words the work to maintain a consistent belief stucture is too high. Requiring consistency will hinder efficency particularly as complexity grows.
I don't know that I agree that lacking consistency is because we are lazy - lacking consistency could be an evolved trait given that consistency is more exploitable.
Like in Hawks vs Doves - if both Doves in a contest just stand there and posture until the other one leaves, that's bad for both of them, even if not as bad as running away from a Hawk.
An existence of a utility function is just assumed at 5:21 but it isn't demonstrated like the things before. Since the existence of such a function is part of a world state I think there might be a way to construct a proof similar to the Halting problem that shows that a utility function couldn't exist in every instant.
If each world state is associated with a single value, then by definition there is a function that maps the world states to those values. A function is just a set of ordered pairs (a, b) where the first element of the pair is different for each pair in the set. There doesn't necessarily need to be an explicit formula that you can use to calculate the value from the argument. The function itself would still exist.
I swear I recognize some of the tunes you put at the end of your videos. This one seems to be the same as "Goodbye Mr. A" by The Hoosiers. Did you just pick it out of a list or..? How did you get that song?
Great video, I probably like hearing you talk about this kind of stuff more than anyone else on CZcams. As soon as I get settled I'm going to start hitting up your Patreon. Right now all I can do is watch them as a Red subscriber (at least I hope that send some amount your way) and tell everyone I can that this is where it's at.
Keep it up and remember, though it's tempting, quality over quantity.
@2:47: DID for the win. We've got conflicting preferences all the time. It's a fun ride.
Did you already make the video about non-agent approaches? Or do I not understand the subject enough.
Love your channel! Keep it up mate
If humans don't have a well-defined utility function because of their inconsistent preferences, is it possible that the most desirable AGI is one that doesn't have consistent preferences?
OMFG! I like a lot of your perspectives and reasoning, but you have so many subliminal messages and knives from Occam in this video, that I almost started crying laughing. You are AWESOME!
Sometimes people have intransitive preferences, but the loops are usually to large for the person to notice. Like the way MC Escher makes a staircase that connects to itself. For example, you can have a series of objects with desirable characteristics. If each object has a single characteristic that is much better than that of the other, but for which every other characteristic is diminished only slightly, the person will choose the object.
Object 1: 1.0,1.0,1.0,1.0,1.0,1.0
Object 2: 2.0,0.8,0.8,0.8,0.8,0.8
Object 2: 1.8,1.8,0.6,0.6,0.6,0.6
Object 3: 1.6,1.6,1.6,0.4,0.4,0.4
Object 4: 1.4,1.4,1.4,1.4,0.2,0.2
Object 5: 1.2,1.2,1.2,1.2,1.2,0.0
Object 1: 1.0,1.0,1.0,1.0,1.0,1.0
Each object has one characteristic that is boosted greatly, while the others are reduces slightly. If the person tends to focus on the good, they will move foreword in the loop. If the person focuses on the number of things, rather than the greatest magnitude of change, they will move backward.
April 2020. Something went horribly wrong with the 3 Earth function and now we have Murder Hornets. Thanks Rob.
2:40 ... what if I prefer A(T) > B(T) but also A(T+1) < B(T+1) ?
(and there is no way to turn A(T) into B(T+1))
Does a world state already include all of it's future / causal consequences of picking that state?
Normally you would just have a utility function for each time frame telling you how much you prefer things happening now or in the future (i.e. the functions already take into account the fact that you have to wait for those future benefits so the utility functions are comparable between time frames) and then maximise those functions along possible chains of events that can be reached from any initial state.
Ill secont one of my forewriters - This channel is gonna be SO great.
5:45
also, a functio ncan be rather complicated and time dependent, etc
We need the utility function to be update-able at run-time.
i have come to the line of thought that, the reason we have 'inconsistencies', what i would call programmed to fail the script, would be specifically designed (in the potential assumption that we are some sort of ai in a sim) exactly because it makes us interesting.
Stuff like sneezing-getting anxious-fear-love-etc-- in alot of sense i can make out of it make us choose often the 'wrong' choice, assuming our subconscious mind can optimize for the 'right' answer every time, in my view right being best triggering of intake of dopamine etc.
But if you think kind of how we are slowly but surely becoming gods ourselves, meaning masters of our bodys and our environments, able to manipulate all kinds of pixels we are made of to give potentially results that are in accordance to our preference -if our preference is preprogrammed or not is up to anyone to guess- then if you extrapolate us to where will be in future x alot of years, you might see as i do a being that is able to create worlds, but has lost all stuff that make life fun and meaningful through constant optimization of intelligence and eventually rooting out the illogicalities and faults that were making
the now god so interesting. its like you have beaten the game for the most part, the magic is gone. you kind of want to see how it can be interesting again, but are reluctant to actually re-program in your self the mistakes...maybe you make some simulated universe that you can use for many things -an arms race to create another god, where if the sim god 'wins' the game of life he can be your friend? (natural selection/evolution)- or/and observe for your viewing pleasure how interesting these creatures are by making mistakes, kind of how your own kind was like before they solved virtually all the problems about life.
but hey what do i know im just a crazy guy who likes to listen to philosophy and science while gaming...
Interesting. What you say about "prefrences" I think is actually what is true about humans. I know its a cliche, but there's a truth to the age old "the grass is greener" phrase. It seems to me that one of the problems with AI is that maybe it requires something completely irrational underneath it.
Hopefully that's the case, because I think general ai is absolutely terrifying.
EDIT:
Should have listened to the end of the video, because you basically say that you think that our contradictory values and preferences lead to "bad decisions." I'm just unconvinced, namely because you have to buy into the utilitarian ethic (i.e. the goal of ethics ought to be to achieve the greatest amount of pleasure for the greatest number of people), and I don't think that's true at all.
I didn't want to bring up the idea that you dismiss earlier, namely that you "can" come up with a "number" for "preferable world states." But, that's also problematic, namely because most all of our literature, philosophy, and religion from all of history seems to indicate that there's something to suffering that makes life meaningful... i.e. that the greatest amount of pleasure for the greatest number of people (unlimited pleasure for all people) might not actually be the desirable world state. Intuitively this does seem to make sense to me. Do you actually think the world would be better if everyone had vapid lives like Kim Kardasian or Paris Hilton?
I know this is an old video, but there are two additional relations between A and B: ambivalence and undefined. Ambivalent means you aren't indifferent, but are simultaneously unwilling or 'torn' to choose between the two states. Undefined is akin to the evaluation null == null.
What would you do if given the choice between A and [do nothing] and you're amibvalent between the two?
And what would you do if you're 'undefined'?
I would disagree that inconsistency in our utility function, does not help us to progress. You need some mutations source to create variations which will be then tested for they fitness by natural selection.
I'm sorry, but that's incredibly dumb
Interesting that your new computerphile video is all about AIs that are unsure about their utility functions.
This is very good.
one interesting mathemathics/philosophy problem is that it might be possible to have an uncountable (unlistable) number of world states, and there for *not* be able to provide a one to one mapping between world states and natural numbers.
Great video, you say our inconsistencies don't make us better people at around minutes six. Actually neuroticism which can be similar to what you're talking about has been found in certain situations to make people more successful. And if you squint inconsistencies and preferences can be thought of as a machine learning algorithm that doesn't get stuck in a local maxima or minima, like some technique for better exploration of design space. Just a thought.
Rob, I like your talks, despite I generally have a hard time agreeing with your reasoning.
"Human intelligence is kind of badly implemented"
Oh, is that so simple? Let's just call "bad" everything which doesn't fit the theory (sarcasm).
I see the fuzziness and ambiguousness of human's utility function as a direct consequence of the generality of the human intelligence.
You as a machine learning expert, are certainly aware of problems such sparse rewards and the fact that intrinsic rewards are not scalable.
Constructing the utility function you cannot ignore these problems, or you'll never achieve the generality of the search/optimization.
Therefore, the utility function must be as far as possible from any concrete problem. In the human case, we call this function "Curiosity".
I think it should drastically change the agenda of A.I. safety.
Human intelligence IS badly implemented. It has all sorts of ridiculous flaws that only really serve for us to screw ourselves over. While there do exist some flaws that are an inherent consequence of working generally with ambiguous, incomplete information, there's a much greater number of flaws that aren't. Evolution only ever really makes things "barely good enough", and our minds are no exception. Also, he covers the "curiousity" function in regards to AI in another video.
Been hoping to find a good channel focused on this topic. Thanks!
How will AGI calculate risk?
How do intransitive entities such as Grime Dice (singingbanana.com/dice/article.htm) fit in? The example of the preference cycle {Amsterdam, Beijing, Cairo} appears to echo the preference cycle in Grime Dice, but the explanation "human reason is ill-designed" does not appear to map onto the design of Grime Dice.
In Grime Dice, the intransitivity applies to strategies, not preferences. If you have a coherent preference ordering over dice colours, you can pick the colour of die you prefer and all is well. You'll lose against an opponent who understands the dice, but your preferences are over dice colours not over winning and losing. You lose but you don't care; you got to pick the blue die so you're happy. On the other hand, if you want to win the game, there's nothing incoherent about picking whichever die is most likely to win. Your preferences are over winning and losing not over dice, so the intransitive property of the dice isn't an issue.
This is a "human intelligence is badly implemented" thing, just because we assume in this example that strategies must be transitive, but in fact rock-paper-scissors type situations are common.
But could't you apply this to a comparator function?
For example having 6 diferent preferences. And choosing the world that beats the other in more of these
Isn't this a valid comparator?
If it is, could it be exploited to solve some AI problems like changing the utility comparator?
And well if its not, why?
How is time related to world states? I can easily have a loop where A(t) > B(t) & B(t+1) > A(t+1) & A(t+2) > B(t+2) ... Now which do I prefer? ...
Is that little tune at the end goodbye mr a
6:59 Obligatory example of Irrational Behaviour 😂
I thought you were going to go through the vNM utility function proof. Notably, just going by "there're some reals with the same ordering" doesn't really justify maximizing the expected value.
Which, of course, you know.
But I feel like talking about preferences between "lotteries" is p important to explain?
Something worth noting is that even if we assume that all humans are perfectly rational and have transitive preferences, if you aggregate those preferences to create a societal ranking using a pairwise majority (i.e. a majority prefer A to B so the group prefers A to B), it's been proven that you will sometimes have an intransitive ranking (see Condorcet, 1785)
Obviously humans can't just vote on every possible world state, but ideally a super intelligence would be able to intuit very well what a majority of people prefer to happen
I'd argue that the incoherency of human preferences is actually an extremely valuable part of our intelligence and behaviour, and it's hard to show that directly becuase it's hard to talk about our preferences accurately... because they're incoherent. It is, however, possible to talk about current AI safety research concretely and I think that serves as an excellent kind of "proof by contradiction". How would humans behave if we did have coherent preferences? AI safety research shows probably really, really badly. Worse than we already behave.
As a side note, I'm pretty sure our incoherency of preference comes down to three things: the incomparability of world states - ie maybe I feel like Cairo, Beijing and Amsterdam all have unique and irreducible advantages and if I went to one I would regret not going to the other two (importantly I'm not ambivalent, I'd point to the common phrase "it's apples and oranges" as evidence of this); the malleability of preferences - ie going to cairo changes how much I want to go to amsterdam so writing a liner list is pretty pointless; and errors - often humans make decisions without realizing they're doing so.
So if you don't have a utility function you don't do anything, and if you have more than one utility function, you still essentially have one utility function, just with 2 parts to it?
love this 🙌
I agree with your arguments that any coherent *goal-directed* AI will have to have a utility function, or it will behave as if it has one. But it seems like this is still making a couple unwarranted assumptions.
It seems like it could be possible (and maybe quite desirable) to build an AI that has *deontic* restrictions or biases on the kinds of actions it takes- that is, it would make decisions based at least partly on properties of the potential actions themselves, not just the world states that it predicts these actions will produce. It could have coherent, fully specified, transitive preferences over world states, but *also* have preferences over properties of its own potential actions, and some decision system that takes both kinds of preferences into account.
Maybe these deontic restrictions could be defined in terms of subgoals. Maybe you could have some restriction like, "never act with the intention of killing anyone." This could be a good restriction for an early AI even if we can imagine situations where we might want an AI to kill someone (i.e. to defend other humans).
Of course, if you define "world states" broadly enough, it could include the properties of the AI's actions as part of world states. But it seems like it could still be quite useful from both a conceptual and a technical perspective to maintain a distinction between world states and properties of actions, and have separate sets of preferences for each.
In many ways, it seems that the act of raising a child (or interacting with young people in a way that is intended to be beneficial) is comparable to refining their utility function. They have some ideas about the world and when they act on them, you police their bad decisions (or behaviours associated with bad decisions) in order for them to improve their ideas about the world and act on them.
Great video, Subscribe to your channel was a good decision.
Can you put links in the description to the related topics that appear in your video?
I died laughing at the "Halt and Catch Fire" screenshot
Is it relevant how much effort is required to achieve outcome A over outcome B i.e. even if outcome A is twice the effort will the AI strive to achieve outcome A evev if it could get outcome B twice?
Transitivity is false if you have multivalues:
I have 3 board games but only 1 hour of spare time.
A is great but I'm sure I WON'T finish it: (10, 0)
B is good but I'm NOT SURE if I'll finish: (5, 5)
C is meh but I'm sure I WILL finish it: (1, 10)
My utility function is: If either has an unsure success (0 < y < 10), pick the best. Otherwise, if one is sure (y == 10), pick it. Otherwise, pick the likeliest (better x).
Result is: A > B, B > C, C > A
Robert but we also know that there are certain preference relations which are "rational" or in other words complete and transitive but they are provably not representible with a utility function. What if our preferences are more like these ones?
An example is a lexicographic preference relation that is both "rational" and cannot be represented by a utility function:
Let A = [0, 1]x[0, 1]. Define lexicographic preferences ≿ over A such that for all x, y ∈ A,
x ≿ y iff x1 > y1 or both x1 = y1 and x2 ≥ y2 .
Cats sure have intransitive preferences when they want to go outside
Completeness, indeed
its good to see you besides computerphile.
I would have to disagree on this video about humans making stupid decisions. Humans making bad decisions is evolutinarily compulsary. Otherwise we would not take large risks and do stupid things to achieve a goal. Sometimes things that we see as stupid in paper is actually a genius approach (even if we don't know why it is genius), although most times it is not. If we do not have people that take these risks, we will progress a lot slower or even come to a halt in progress. It is a necessary thing for learning and making breakthroughs.
can a utility function be extinguishing? a logistic curve or something?
How would you put numbers on value, how would you get units
And I mean people go from a place and then return, aka they first prefer to be at a to being at b and then they prefer being at b to being at a
So value isn't transitive
I guess we can think of it like this - if you had freezed time and then spent infinite amount of computational resources on arrangement of the world states according to your preferences, you would come up with a utility function of that point in time. A fundumental difference between humans and machines is exactly in amount of computational resources available to them.
Humans often are not sure whether they prefer A or B because at that point in time they have not enough information. For instance, if I hesitate which flavor of icecream to take, it is because I lack information. If I was a cyborg with perfect information about my body, I could compute the exact amount of dopamine released after eating A and amount of dopamine released after eating B, maybe account for the price of the icecream, and then choose the one which gives me more pleasure as measured objectively by dopamine level in my blood
@@georgepak7779 you are arguing for a objective measurement of the mind which is subjective, measuring happiness/utility/preference in dopamine is just as meaningless as measuring in utils
3:00
I kinda feel like option 3 is incomplete.
indifference implies a lack of concern or care.
In reality, something like ambivalence is also possible.
.
Like with humans with our "hidden and fractured and conflicting" utility functions,
we can often be unsure which world state we would prefer.
I know that often in ai we gauge the confidence in an answer.
.
So it's like ambivalence is saying you're confident
in conflicting world states as being the answer.
Often to the exclusion of any middle ground options.
I think I don't have a problem with defining a utility function as you said and assigning numbers to world states. I think the problem is more that it's hard for a human to design a utility function that matches what they want. Isn't that what the utility function is really meant to be after all? It's supposed to represent what the designer of the AI wants so that the AI does what the designer wants. So the difficulty is for the designer to make a utility function that matches their own human "utility function". Like in the stamp collector AI, the designer didn't account for all these other possible world states because they were bad at defining their own utility function. So I think you could actually boil it down to the problem of defining what a human's utility function is. Or more general, what human society's utility function is.
As he said in one Computerphile video, writing the utility function from scratch would basically mean solving ethics. Good luck with that (not ironic, I'm trying too. Good luck to us all).
That's indeed a challenge. I listened to a Sam Harris podcast today where they talked about this (among other things). Very interesting. The episode is called: Waking Up With Sam Harris #84 - Landscapes of Mind (with Kevin Kelly)
Now hold on; You assume that any sensible AI would pick an ideal world state and go to it straight like an arrow. That's a bit of "ends justify means" reasoning. What if we come from a different direction: by saying that in certain situations, some action is better than another, regardless of the big picture? I.e. no matter what world state we end up in, we MUST behave a certain way. I believe that placing safe behavior above absolute rationality and efficient goal-directed planning results not in the most optimal possible AI, but in one that we, as humans, can more easily cooperate with.
I agree with the method of using utility functions for AI. However, there is one flaw at least in the way it is presented here.
The utility function only cares about what is the state of the two worlds and which one is preferred, but the transition between those states is equally important.
Take for example the trolley problem in philosophy or any other moral experiment. I'd probably use the autonomous mercedes that saves passengers over bystanders with this audience...
I think a utility function should be locally defined (i.e. how good is it to get into state B from A using X) rather than globally (how good is B).
This will sometimes cause inconsistent, "poorly designed" human behavior, but will overall produce (I think) more intelligent behaviour.
There is a lot more I would want to say, but it's just a CZcams comment so I'll keep it short and end here.