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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

So I have proven that this is the most intelligent agents which anybody could

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

built in quotation marks because it's just mathematical and you need infinite compute.

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

But this is the limit.

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

And this is completely specified.

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

It's not just a framework.

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

Every year, tens of frameworks are developed which discuss skeletons and then pieces are missing.

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

And usually these missing pieces turn out to be really, really difficult.

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

And so this is completely and uniquely defined.

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

And we can analyze that mathematically.

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

And we've also developed some approximations.

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

I can talk about that a little bit later.

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

That would be sort of the top-down approach, like, say, for Neumann's minimax theory, that's the theoretical optimal play of games.

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

And now we need to approximate it, put heuristics in, prune the tree, blah, blah, blah, and so on.

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

So we can do that also with the ICSI model, but for general AI.

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

It can also inspire those, and most of...

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

Most researchers go bottom up, right?

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

They have the systems, they try to make it more general, more intelligent.

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

It can inspire in which direction to go.

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

What do you mean by that?

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

So if you have some choice to make, right?