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But how much of that is context? Is the absence of deeper impact because you're aware that a soulless NN produced these, or is it something intrinsic in them?

I'm not at all an art expert, but I definitely looked at several of them and could easily picture a critic describing the significance of the relationship between the shapes and colours.

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I feel the same way about many human-produced works, regardless of critics' views, so the fact that I'm aware these are produced by NN is probably not the only explanation.

Yeah, it sounds like in that case your criticism may be more about abstract art as a style than it is about whether a given piece was produced by a human or a machine.

Not all abstract art. Some Kandinsky, for example, is more than decoration to me.

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