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A.I. Developer Challenges Pro-Human Bias

destinyland writes "After 13 years, the creator of the Noble Ape cognitive simulation says he's learned two things about artificial intelligence. 'Survival is a far better metric of intelligence than replicating human intelligence,' and "There are a number of examples of vastly more intelligent systems (in terms of survival) than human intelligence." Both Apple and Intel have used his simulation as a processor metric, but now Tom Barbalet argues its insights could be broadly applied to real life. His examples of durable non-human systems? The legal system, the health care system, and even the internet, where individual humans are simply the 'passive maintaining agents,' and the systems can't be conquered without a human onslaught that's several magnitudes larger."

38 of 234 comments (clear)

  1. Banks by Rendonsmug · · Score: 2, Funny

    The banking system is another example of a system much better than human intelligence for survival and resilience. Oh wait...

    1. Re:Banks by johnsonav · · Score: 5, Insightful

      The banking system is another example of a system much better than human intelligence for survival and resilience. Oh wait...

      It persuaded us to save its "life", didn't it?

      --
      ... and that's when the C.H.U.D.'s came at me.
  2. Bad metric by dgatwood · · Score: 3, Insightful

    Survival is a terrible metric of intelligence. By that standard, lions and tigers and bears are the most intelligent species on the planet.

    --

    Check out my sci-fi/humor trilogy at PatriotsBooks.

    1. Re:Bad metric by SomeJoel · · Score: 5, Funny

      Survival is a terrible metric of intelligence. By that standard, lions and tigers and bears are the most intelligent species on the planet.

      They were, then we started shooting them. Who's the smartest one now, bitches?

      --
      <Complete your profile by adding a signature!>
    2. Re:Bad metric by bennomatic · · Score: 4, Funny

      By that standard, lions and tigers and bears...

      <Dorothy>Oh my!</Dorothy>

      --
      The CB App. What's your 20?
    3. Re:Bad metric by MrMista_B · · Score: 4, Insightful

      You mean stupid. Most lions and tigers are endangered, if not close to extinction, and bears aren't too well off either.

      A better example would be insects, like mosquitoes.

    4. Re:Bad metric by Thiez · · Score: 4, Funny

      MRSA is, of course.

      Or maybe a species that we can't afford to exterminate. Bees or spiders maybe? Or perhaps a species of bacteria important to our digestion? When there are two species X and Y, and X could in theory slay Y, but cannot live without Y, while Y can live without X but cannot slay X, which one is 'smarter'?

    5. Re:Bad metric by sexconker · · Score: 2, Funny

      Or even virii?

    6. Re:Bad metric by johnsonav · · Score: 2, Insightful

      Well, if your aim is to develop artificial intelligence, intelligence is probably a pretty good metric to determine how well you've performed the task you set out.

      Well, that seems a little too easy. Now all we need is a definition of "intelligence" we can all agree on...

      --
      ... and that's when the C.H.U.D.'s came at me.
    7. Re:Bad metric by Anonymous Coward · · Score: 5, Funny

      You're right; that fake word refuses to die.

    8. Re:Bad metric by Hurricane78 · · Score: 2, Insightful

      Depends on what you define as "intelligent".

      Survival is the metric for success. And if you are the one surviving, you define what "intelligent" means.

      Try doubting it from your grave. ^^

      And (our) insect( overlord)s by far rule this world. Their only problem: They don't know what "define" means. ;)

      --
      Any sufficiently advanced intelligence is indistinguishable from stupidity.
    9. Re:Bad metric by johnsonav · · Score: 2, Insightful

      Bingo. Intelligence is one of those corporate feelgood words, like state-of-the-art, or user-friendly. They are completely impossible to quantify.

      Exactly. That's how we ended up with things like the Turing Test. I can't define intelligence, but I know it when I see it.

      But, that leads to the problem of a human-centric view of intelligence. We have such a hard time defining human intelligence, defining non-human intelligence will be almost impossible.

      --
      ... and that's when the C.H.U.D.'s came at me.
    10. Re:Bad metric by ioshhdflwuegfh · · Score: 4, Funny

      Sharks man, freaking sharks.

      Exactly. The next evolutionary level: sharks with laser-beams.

    11. Re:Bad metric by Kjella · · Score: 4, Insightful

      I think we've defined intelligence almost like the halting problem, it's everything can't be solved by an algorithm and every time we find something solved by an algorithm we exclude it. Every time computers and robots do something we reduce it to mere execution of an algorithm, even when the algorithm wasn't defined by a human like in neural nets. As long as it stays within the problem domain we'll never consider it intelligent, intelligence is creativity and thinking outside the box. The best sign of intelligence in a Chess program would be "Want to play a game of Go instead?"

      --
      Live today, because you never know what tomorrow brings
    12. Re:Bad metric by 'nother+poster · · Score: 5, Informative

      Huh? Please tell me that was a fucking joke.

      Lets just go with cyanobacteria. Not harmful, but the first photosynthisizing critters on earth. They created stromatolites a couple of billion years ago, and they are still doing it today, but on a much reduced scale. As far as they can tell the stromatolites in Sharks Bay Australia today are the same as the ones 2.8 billion years ago. The roaches we have today aren't the same species of roaches they had 354-295 million years ago. Notice that order of magnitude difference?

    13. Re:Bad metric by SleepingWaterBear · · Score: 2, Interesting

      Survival is a terrible metric of intelligence. By that standard, lions and tigers and bears are the most intelligent species on the planet.

      Many species of lions and tigers are near extinction, and bear populations are well down in most inhabited areas where bears used to live, so by that standard they aren't intelligent at all. Survival rates for large predators just aren't very good in the modern world.

      Now you might have pointed out that rats, raccoons, pigeons, and cockroaches are pretty intelligent by the survival metric.

    14. Re:Bad metric by Will.Woodhull · · Score: 4, Funny

      MRSA. That's an interesting thought.

      But I think normal human G.I. flora are much more intelligent than any variety of staph aureus. These colonies have surrounded themselves with incredibly complex biological organisms that actually have the demonstrated the ability to surround themselves with non-biological constructions that have even allowed some of the G.I. colonies to travel off planet.

      Now maybe some of you don't buy that line of reasoning. Well, just think about this: All those reports of alien abductions where the humans experienced anal probes? Obviously the aliens are attempting to communicate with the G.I. flora who are the truly dominant species of Earth.

      --
      Will
  3. He's too close. by Toonol · · Score: 5, Insightful

    By redefining intelligence to have nothing to do with what anybody means by intelligence, he can then claim that other systems exhibit more intelligence. Like a rock, presumably, since it survives far better than humans. I think this may be an example of somebody getting too interesting in specifics of tree-bark, and forgetting about the forest.

    1. Re:He's too close. by Trepidity · · Score: 5, Insightful

      This seems to be a common mode of argument for people who for some reason don't like what people commonly mean by "intelligence", which is something closer to "critical thinking skills combined with ability to acquire, retain, and use information", but nonetheless like the aura of the term. There's been a decades-long wave of politically correct attempts to broaden intelligence to include other things, like "emotional intelligence", which might indeed be important, useful, and worthy of study, but aren't really what the word "intelligence" means, so should probably get new names instead of being shoehorned in there. Now we've got survivability, which is indeed an interesting trait of an organism, but is not in itself actually what anyone calls intelligence (though being more intelligent might help with survivability, at least in some contexts).

      It's a perfectly valid argument to say: look, I don't think intelligence is the most interesting property to study; here's this other property, which might overlap somewhat, but I argue is more interesting. But pretending that your new property is really intelligence is a weird sort of linguistic move, because your property is not what people use that word to mean.

    2. Re:He's too close. by michaelmalak · · Score: 2, Interesting

      Indeed, it appears to be the Captain Kirk method of winning the race to the first AI: win by changing the rules of the game.

    3. Re:He's too close. by nine-times · · Score: 5, Interesting

      You have a fair point, but there's the other side to things too. At least part of the reason there's been an attempt to redefine "intelligence" as something touchy-feely by some people is that there's an attempt by other people to conflate "intelligent" with "good in math and science" with "worthwhile human beings". Basically some people who happen to score high on IQ tests are trying to push the idea that we need to let people with high IQs run the world, because they're better than everyone else. (Yes, I scored pretty well on IQ tests when I've taken them, but no, I don't think they're a good measure of a person's worth)

      But then on the other hand, there has been a tendency to restrict "intelligence" to the math/science arena much more than is proper, given what we really mean by "intelligence". We get wrapped up in testing how smart people are by testing their ability to take a square root in their head, or in asking questions about geometry or science. You get a model of intelligence where Rain Man is smarter than us all.

      I think it's fair, though, to talk about "emotional intelligence" insofar as intelligence includes abilities that enable us to figure things out mentally. The ability to understand ones own mind, to understand social situations, and to navigate difficult interpersonal problems is within the realm of "intelligence". I would say that "street smarts" is a kind of intelligence. I've certainly known people who always aced all the tests in school, but at the same time couldn't be trusted to cross a street without getting run over because they were complete dumbasses. Because of that, I don't think it's right to say that "intelligence" is a simple 1 dimensional scale, and it's certainly not something that's measured well by IQ tests.

      But anyway, I'm not sure any of this is what the author of this article has in mind (can't be sure, only RTFS). I think the idea is more like, "When thinking about intelligence abstractly, or in thinking about AI, we tend to assume that intelligence should be measured in a thing's ability to think about the things we think about the way we think about them. This might be a mistake." Imagine you had an alien intelligence that had no ears, only saw in X-rays, and had a thick hide that provided adequate shelter from the elements. Would you assume it was stupid because it didn't develop spoken language? If it hadn't made clothes for itself or built itself housing, would you assume that it was less intelligent than cave men?

      There's a strong philosophical argument that intelligence requires some kind of motivation or drive. It might follow, then, that the measurement of intelligence ought to be in measuring the efficacy of satisfying that drive, rather than satisfying the drives of other beings (us).

    4. Re:He's too close. by rlseaman · · Score: 3, Insightful

      There's been a decades-long wave of politically correct attempts to broaden intelligence to include other things, like "emotional intelligence", which might indeed be important, useful, and worthy of study, but aren't really what the word "intelligence" means

      Point taken, but you are confounding two separate issues yourself. The notion of Howard Gardner's so-called "multiple intelligences" is well presented in Stephen Jay Gould's book, "Mismeasure of Man". Gould's thesis is that IQ is a meaningless measure, and that intelligence is a meaningless notion that doesn't correspond to a single measurable entity in the first place.

      You suggest a definition "critical thinking skills combined with ability to acquire, retain, and use information", but this begs the question by assuming its own premises. In the first place, you describe a composite entity comprising multiple skills (there's Gardner's multiple intelligences) as well as something ("ability to acquire, retain, and use information") that seems itself like a circular definition.

      So yes, there is a bit of academic slight of hand in reusing the word "intelligence" to represent something other than "what people commonly mean", but the fundamental point is that what people commonly are trying to express is a bunch of hooey.

      That said, this statement from the referenced article: "survival is a far better metric of intelligence than replicating human intelligence" seems evolutionarily extremely suspect. Survival is the dependent variable in Natural Selection. Phenotypical traits like intelligence, whether multiple or singular, are the independent variables driving evolution.

    5. Re:He's too close. by Trepidity · · Score: 2, Insightful

      I don't see it as some sort of prerequisite for a word that describes humans to describe a single entity that's empirically testable. People use phrases like "kind" and "loving" and "artistic" and "creative" to describe humans, even though there is probably no solid definition that's empirically testable. I'd still resist some scientist trying to take one of those terms and apply it to their own pet concept that happens to be empirically testable but isn't what the word actually means. Inventing new jargon, while less sexy, would be less confusing.

    6. Re:He's too close. by 'nother+poster · · Score: 2, Interesting

      Well, the problem with the rock is it doesn't survive, because it isn't alive.

      That said, all of the Intelligences he mentions are at best Meta-Intelligences. He refers to how many humans it takes to stop a system, but doesn't take into account how many it takes to maintain the system. It takes tens of thousands of people to take down the healthcare system, but there are millions of people supporting it.

    7. Re:He's too close. by Keynan · · Score: 2, Informative

      Err, what exactly is "critical thinking skills"? that's one term I've never quite understood. And while acquiring and retaining information are easy to qualify, how do you measure its use?

      http://en.wikipedia.org/wiki/Critical_thinking

      The articles a little difficult to read at first. So here goes, Critical Thinking is similar to cynicism in that you don't believe everything your told. Rather that you question everything, but accept what is shown by the evidence. In turn it is the ability to ask the correct questions to show the truth or false hood of a given statement.

      Measuring it is not easy. Though it can be evaluated qualitatively. One measure could be the time it takes to accept a truth VS. the time it take to reject a falsehood.

  4. I prefer a more human metric. by FlyingBishop · · Score: 2, Insightful

    He essentially seems to be arguing that grey goo is the pinnacle of AI.

    I much prefer the existing literature requiring that intelligence be an intelligence we can relate to as humans. Survivability is an interesting metric for creating more self-sustaining systems, but the goal of robotics should be fostering better knowledge and understanding of the universe. Searching for blind replication at the best rate possible just feels empty.

  5. So TFA doesn't actually say most of that by liquiddark · · Score: 2, Informative

    First of all, he doesn't actually say much about the survival as intelligence idea beyond the positing of the notion itself. It gives him a nice way to consider survival and intelligence as linked systems, with the "survival" of a system (that definition alone gets pretty abstract) being measured in terms of the logarithm of the number of humans required to shut it down.

    He says you CAN consider the Internet, legal system, medical system, and others in terms of this notion, but doesn't get terrifically specific about it. He does, however, specifically state that road systems and the legal system are at least an order of magnitude more resilient than a human-level intelligence, which is nice, if you believe his examples are well-chosen. I'd be hard pressed to claim that they are.

    In other words, he sets up an interesting research topic and then between his own poor choice of phrasing, the multiple Singularity references which surround the article, and the /. article writers' need to get your attention, it suddenly becomes Human Intelligence Is Over.

  6. Look at the solar system by sugarmotor · · Score: 4, Interesting

    Reading the article, it struck me as a good explanation of why AI is not getting anywhere.

    By the authors criterion the solar system would take a huge number of people to shut down, and thus would be vastly more intelligent than any collection of surviving knives and forks used at AI conferences. I think that answers the other complaint of the author as well,

    "There is a lack of scholarship in this area. This is, in large part, because most ideas about intelligence are deeply and fallaciously interconnected with an assumed understanding of human intelligence."

    Oh well,

    Stephan

    --
    http://stephan.sugarmotor.org
  7. Noble Ape FAQ? by argent · · Score: 4, Interesting

    The available documentation for Noble Ape is fairly shallow and opaque, it describes a simple scripting language, and some high leve discussion about space, time, and so on... but that's about it. Where's the AI? How exactly does the model simulate an ape, what's the relationship of the model to ApeScript? Where, in short, is the FAQ?

  8. A bit of a Summary by digitally404 · · Score: 5, Interesting

    Unsurprisingly, most of the people here haven't read, or perhaps not really absorbed, what TFA discusses, and are jumping to quick and irrelevant conclusions.

    The author explains that Survival is a good metric of Intelligence, and he uses humans as an example. One human can definitely kill one lion, bear, mosquito, single bacteria, etc. if equipped with his intelligently designed tools such as a gun, or a mosquito zapper, antibacterial soap. He uses these tools, intelligently, to kill one bear, and hence, the human is more intelligent. However, if you take 10 bears, then sure, they may be able to kill the 1 human, but that means they are less intelligent, and take more numbers.

    He simulates intelligence this way, and he defines a simulation as any environment with applied constraints, and that may include the internet, legal system, your neighbourhood community, etc.

    So here's what he says: A system, such as the health care or legal system, will not be shutdown by one person. In fact, it probably won't even be shutdown by 10 people, maybe 100. And hence, the system is vastly more intelligent than a human, intrinsically since we worked in numbers to evolve this system.

    I think it's a very interesting way of looking at intelligence. Again, this is all based Mr. Barbalet's assumptions.

    1. Re:A bit of a Summary by Bongo · · Score: 3, Insightful

      So here's what he says: A system, such as the health care or legal system, will not be shutdown by one person. In fact, it probably won't even be shutdown by 10 people, maybe 100. And hence, the system is vastly more intelligent than a human, intrinsically since we worked in numbers to evolve this system.

      In philosophy (couple of books) there is a discussion about how various fields confuse individuals and systems. Like, Nature is a huge complex system, and man wouldn't survive without Nature, therefore Nature and the ecosystem are more important than Man. Therefore man is just another species, and man must learn his place and minimize his impact. Well, there is some truth to that, but the underlying confusion is that they're comparing an individual organism with a massive complex system, under the guise that the organism is just another complex system anyway. Similar confusions come up when people talk about whether society or the individual is more important. I had one Marxist tell me that I am "nothing" without society. Well, again there is some truth to that, but it is only partially true.

      It is not just that we don't like comparing ourselves to other more complex things, and feel uncomfortable about it. It is that these different things have some very different properties. An individual organism like a person has sentience and self-directed intentionality. Society doesn't have sentience (at most it exhibits "flocking" type behaviors) and an ecosystem doesn't have sentience (despite what some new agers claim about the planet being "conscious").

      And meanwhile, society has properties that can't be reduced to individual consciousness. We have the English Language, and you have to be born into or join a society of English speakers in order to learn it. We have ethical codes, which again are about social interactions. If I was the only person on the planet, the only being, there would be no need for ethics. They wouldn't exist without some sort of collective to bounce good and bad off of. And these social structures do indeed "last longer" than individuals, and can't be torn down by individuals, not because they are more intelligent, but simply because they exist in a different domain to the individual. They are a different side of the coin. They are distinct but related to the individual.

      But also notice, that without individual minds interacting with each other, there would be no social system, no legal frameworks, no ethical codes. Just like you can't have an ecosystem without organisms interacting. And as everyone here is saying, if you start to mis-assign a quality that belongs to one domain (sentience, intentionality, intelligence) to a different domain (ecosystems, legal systems) you end up in weird and wrong places (but its research so who knows what might come of it).

      But it does end up looking like, because modeling human intelligence is so hard, we'll just change fields and start modeling systems instead, and you know, maybe we'll get somewhere with that, and nobody will notice we just changed our research area.

  9. Relativism strikes again... by Twinbee · · Score: 2, Insightful
    Uh oh, it's one of those hard-line relativist type rants again.

    One choice quote from the article:

    The same reason you get the opinion "The primacy of human intelligence is one of the last and greatest myths of the anthropomorphic divide

    Okay, human intelligence may be fuzzy and difficult to objectively measure. But that applies to many things such as CPU speed, Kolmogorov complexity, how complicated a shape is, or how much heat/sound insulation a particular material provides. Even how good a piece of music/art is.

    They're tricky, but there's no doubt that exponentially low and high numbers can be given to each of those attributes.

    --
    Why OpalCalc is the best Windows calc
    1. Re:Relativism strikes again... by Twinbee · · Score: 2, Insightful

      And now listen to some of the latest Japanese pop - don't you find it just a tiny bit odd how much like Western pop it is? (I enjoy all types of music, and think most (but not all) modern pop is crap for the record).

      Look I'm not saying I have the best taste in music in the world, and I've known people who at least partially subscribe to relativism and have *decent* taste in music. I've known the reverse too (people like myself, except with probably bad taste).

      But let's not start putting all music (or even a culture's music) on an equal footing shall we. Every time you hear a piece where you can't possibly see what's good in it, start to think that it may not be the music intrinsically that people are enjoying, but rather the indirect feelings and associations they are getting, as a BYPRODUCT of that music.

      For that reason and its historical role as the refutation / logical conclusion to serialism, yes it is a masterpiece of composition.

      So it's great for all the wrong reasons. Intrinsically (which is what should count), the music is poor, because it would never stand the test of time. People in 500 years time won't start saying, how 'wonderful' it is. Because they can't (it's garbage). The most they can say is how much it affected society. That may be notable in its own right, but *please* don't go as far as to say the music is intrinsically of worth.

      Oh and by the way, complexity may not be the ultimate goal, because many great pieces are simple, but I would say it has a higher potential of being good. The more complex a piece of music, the more difficult it is to make it good too, but the rewards are better.

      I'm in the UK by the way.

      --
      Why OpalCalc is the best Windows calc
  10. Instinct vs. Intelligence by BinaryX01 · · Score: 2, Interesting

    Survival is an instinct inherent in all living things, and survival is not measured by one's own ability but by the predators around them. Very few species (if any save humans) will willingly destroy themselves or lie down to die when the opportunity to survive presents itself.

  11. Survival and planning horizon issues by Animats · · Score: 5, Interesting

    There's something to be said for focusing on low-level survival issues, but one can do more than pontificate about it. As someone who's worked on legged locomotion control, I've made the point that a big part of life is about not falling down and not bumping into stuff. Unless you've got that working, not much else is going to work. Once you've got that working well, the higher level stuff can be added on gradually. This is bottom-up AI, as opposed to top-down AI.

    Bottom-up AI is now mainstream, but it was once a radical concept. I went through Stanford at the height of the expert systems boom in the mid-1980s, when abstraction was king and the logicians were running the AI programs. The "AI Winter" followed after they failed.

    Rod Brooks made bottom-up AI semi-respectable, but he went off onto a purely reactive AI tangent, with little insect robots. That works, but it doesn't lead to more than insect-level AI. My comment on this was that it was a matter of the planning horizon for movement planning. Purely reactive systems have a planning horizon of zero. That works for insects, because they are small and light, and can just bang feelers into obstacles without harm.

    As creatures get bigger and faster, they need a longer planning horizon. The minimum planning horizon for survival is your stopping distance. (This is explicit in autonomous vehicle work.) Bigger and faster animals need better motion planners. This is probably what drove the evolution of the cerebellum, which is most of the brain in the mammals below the primates.

    I've had horses for many years; I was on horseback an hour ago. Horses are interesting in this respect because they're big, fast, have very good short-term motion planning, but do little long-term planning. Horse brains have a big cerebellum and a small cortex, which is consistent with horse behavior. This gives a sense of what to aim for in bottom-up AI; good motion control, good vision, defer work on the higher level stuff until we have the low-level stuff nailed.

    That's happening. The DARPA Grand Challenge, especially the 2006 season with driving in traffic, forced some work on the beginnings of short term situational awareness. BigDog has some of the low-level motion control working really well, but BigDog isn't yet very good at picking footholds. They're just getting started on situational awareness. There's some good stuff going on in the game community, especially in programs that can play decent football. This problem is starting to crack.

    Short-term planning in these areas revolves around making predictions about what's going to happen next. The ability to ask "what-if" questions about movement before trying them improves survival enormously. This kind of planning isn't combinatoric, like traditional AI planning systems. It's more like inverting a simulation to run it as a planner.

    I have no idea how we get to "consciousness", but if we can get to horse-level AI, we're well into the mammal range. I encourage people to work on that problem. There's enough compute power to do this stuff now without beating head against wall on CPU time issues. There wasn't in the 1990s when I worked on this.

  12. Re:The banks "persuaded" "us," didn't they? by imakemusic · · Score: 5, Funny

    That's "what" you "said", right?

    --
    Brain surgery - it's not rocket science!
  13. Re:Adaptation is closer to "intelligence" by bytesex · · Score: 2, Interesting

    The problem with the Loch Ness monster (as with Bigfoot and Yeti) is that, if they really resemble their known species colleagues (lizards and apes), they need at least a thirty or forty year cycle to reproduce. And they will have a lifecycle of around hundred years. And since they've been 'seen' for more than a hundred years, they must have had children, and since there were children, they must have had mates, and since they must have had mates, they must have had fathers, mothers, children, and by-and-large, represent at least one family of at least six members, but much more likely (to keep the gene pool a bit fresh), several tens of members, at the very least. Now you can hide one bigfoot in the hills, and one Nessy in a lake, but thirty ?

    --
    Religion is what happens when nature strikes and groupthink goes wrong.
  14. Twisting the language by AlecC · · Score: 2, Interesting

    Nothing like twisting the language to force a point. We have different words for "survival" and "intelligence" because they are different things. Redefining one to mean the other does not contribute to the discussion. It may be that Artificial Survival is a better goal for research than Artificial Intelligence - the point could be argued. But this semantic redefinition assumes that argument won, and claims victory in an Orwellian manner by redefining the language to state that victory has been won.

    --
    Consciousness is an illusion caused by an excess of self consciousness.