Of course, current A.I. doesn't get near even chimp level general intelligence (though it surpasses even human performance on some kinds of tasks)...
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Replying to @WiringTheBrain @ylecun and
Current AI doesn't even get near *mouse* intelligence--and a great deal of what mice (and most other animals) do is innate. If we could get achieve artificial mouse intelligence, we'd have a good foundation for human intelligence.
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Replying to @TonyZador @ylecun and
I agree. At least if that is the type of artificial intelligence we are after - the kind that allows a wee beastie like a mouse to do all the cognitive operations necessary for mouse survival
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Replying to @WiringTheBrain @TonyZador and
And I would argue most of the brain is devoted to this kind of adaptive control of behavior. And it would be super cool to build AI like that - as artificial agents...
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Replying to @WiringTheBrain @TonyZador and
But is that what AI folks want? Or are they after the ability to perform abstract reasoning and other really intellectual operations better than humans can?
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Replying to @WiringTheBrain @ylecun and
Indeed, what AI folk want is abstract reasoning. They tried jumping straight to it under the Minsky Symbolic AI program, which failed. Maybe we can jump straight to human cognition with ML, but i'm skeptical. I think we need to pass through mouse intelligence. Short jump to human
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Replying to @TonyZador @WiringTheBrain and
a. premature argument to say "symbolic AI" failed (using < .01% current compute) when deep learning could have been dismissed in same way in 2009 b. ignores hybrid neurosymbolic models. c. it's not that short a leap, inasmuch as vast majority of mammals did not evolve language
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Replying to @GaryMarcus @WiringTheBrain and
Yes, most animals didnt evolve language. But language evolved in a blink, ~200Kyrs (or 1Myrs, if you think Neanderthal and Denisovan had language). And population sizes were small, and generations long, which suggests it's a very easy evolutionary step for apes to get language.
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Replying to @TonyZador @WiringTheBrain and
- it’s not that easy or more primates would be talking; the adaptive advantage is likely huge - but yes the only way to evolve language quick is to already have a genome packed chock full of innate tools that are good for cognition. that was key point of The Birth of the Mind
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Replying to @GaryMarcus @TonyZador and
So, then what are those elements of cognition that brains have that AI doesn't? Is it the architecture for predictive processing? Is it that they incorporate value and meaning through experience?
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again my opening bid is the list of 10 things here: https://arxiv.org/abs/1801.05667
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Replying to @GaryMarcus @TonyZador and
Okay, these all seem useful:pic.twitter.com/KSTcTnLpCo
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Replying to @WiringTheBrain @GaryMarcus and
Then the question is what kind of neural architecture can support those computations or cognitive functions?
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