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Marcus Hutter

๐Ÿ‘ค Speaker
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912 total appearances
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Podcast Appearances

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

And it's quite surprising that it's, I can't say easy.

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

I mean, physicists worked really hard to find these theories, but apparently it was possible for human minds to find these simple rules in the universe.

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

It could have been different, right?

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

It could have been different.

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

I wasn't sure what you were going to say, because you could have just as easily said, I have no clue.

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

Which many people would say, but I'm not modest in this question.

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

So the informal version, which I worked out together with Shane Leck, who

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

co-founder of DeepMind, is that intelligence measures an agent's ability to perform well in a wide range of environments.

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

So that doesn't sound very impressive.

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

But these words have been very carefully chosen.

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

And there is a mathematical theory behind that.

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

And we come back to that later.

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

And if you look at this definition by itself, it seems like, yeah, OK.

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

But it seems a lot of things are missing.

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

But if you think it through,

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

then you realize that most, and I claim all of the other traits, at least of rational intelligence, which we usually associate with intelligence, are emergent phenomena from this definition.

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

Like, you know, creativity, memorization, planning, knowledge.

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

You all need that in order to perform well in a wide range of environments.

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

So you don't have to explicitly mention that in a definition.

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

Did you mention the word goals?