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Marcus Hutter

๐Ÿ‘ค Person
912 total appearances
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Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

Yeah, so that's a theory which...

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

I claim, and Ray Solominov sort of claimed a long time ago, that this solves the big philosophical problem of induction.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

And I believe the claim is essentially true.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

And what it does is the following.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

So, okay, for the picky listener, induction can be interpreted narrowly and wildly.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

Narrow means inferring models from data.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

And widely means also then using these models for doing predictions.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

So prediction is also part of the induction.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

So I'm a little sloppy sort of with the terminology.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

And maybe that comes from Ray Solomon of, you know, being sloppy.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

Maybe I shouldn't say that.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

We can't complain anymore.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

So let me explain a little bit this theory in simple terms.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

So assume you have a data sequence.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

Make it very simple.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

The simplest one, say, 1, 1, 1, 1, 1, and you see 100 ones.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

What do you think comes next?

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

The natural answer, I'm going to speed up a little bit.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

The natural answer is, of course, one.

Lex Fridman Podcast
#75 โ€“ Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

And the question is, why?