On 2020-03-21 15:14:PM, Matt Mahoney wrote:

A lossless compression contest on video would result in contestants spending 99.9999% of their efforts on compressing data that the eye and brain throw away, assuming the payoff is the same for both types. Noise is not just white noise, but all the details in the scene that don't increase your reproductive fitness.

Hmm. Disagree with Matt in his own domain. An intelligent
agent ought to be able to recognize at least some sources of
noise and not waste their time with them. Maybe a lot of the
losslessly-compressed data would represent noise, but that
is a bit different. It doesn't mean the agent spent a lot of
time fruitlessly trying to figure out how to compress it.

If, for example the agent gets reward as it goes along for
how well it is going, it should spend its limited resources
where they count, which would involve recognizing - and
avoiding wasting time compressing - incompressible noise.

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