In 2017, a computer at OpenAI created a picture of a computer that adversarially manipulated the perceptual classifier of humans to think they were looking at a catpic.twitter.com/A7bLN6MnUX
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My hunch is that the problem will disappear if you constrain the internal representation to the least possible number of dimensions and discover that you must be looking at a colored object in a 3space. The classifier model may have too many dimensions.