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Stephen Wolfram

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4069 total appearances
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Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Is it, in some sense, a definition of heat, perhaps?

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Well, it's a combination of those things.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

And it's the same thing with the principle of computational equivalence.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

And in some sense, the principle of computational equivalence is at the heart of the definition of computation.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Because it's telling you there is a thing, there is a robust notion that is equivalent across all these systems and doesn't depend on the details of each individual system.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

And that's why we can meaningfully talk about a thing called computation.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

And we're not stuck talking about, oh, there's computation in Turing machine number 3785.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

and et cetera, et cetera, et cetera.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

That's why there is a robust notion like that.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Now, on the other hand, can we prove the principle of computational equivalence?

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Can we prove it as a mathematical result?

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Well, the answer is, actually, we've got some nice results along those lines that say, you know, throw me a random system with very simple rules.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Well, in a couple of cases, we now know that even the very simplest rules we can imagine of a

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

are universal and do sort of follow what you would expect from the principle of computational equivalence.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

So that's a nice piece of sort of mathematical evidence for the principle of computational equivalence.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

Right, so there are various indicators.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

So for example, one thing would be, is it capable of universal computation?

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

That is, given the system, do there exist initial conditions for the system that can be set up to essentially represent programs to do anything you want, to compute primes, to compute pi, to do whatever you want, right?

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

So that's an indicator.

Lex Fridman Podcast
#89 – Stephen Wolfram: Cellular Automata, Computation, and Physics

So we know in a couple of examples that yes,