On Sat, Mar 21, 2020 at 12:00 PM Matt Mahoney <[email protected]>
wrote:

> Data compression won't solve AGI. It's just a useful tool for evaluating
> language models...
>

I'd put it more like "Data compression _alone_ won't solve AGI.  It's just
the gold standard for model selection.  Model selection _alone_ won't solve
AGI."


> Compression is not so useful for evaluating images, video, or audio
> models.
>

That doesn't mean it's not the gold standard for model selection.
"usefulness" aka "utility"gets one into the Sequential Decision Theory
aspect of AIXI.


> Lossless algorithms are overwhelmed by incompressible noise.
>

As long as two models are challenged with _exactly_ the same data, the
small differences make all the difference in terms of model selection.  One
man's noise is another man's ciphertext.

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