Well @GaryMarcus, why do you think this is a problem with "deep learning" as opposed to a shortcoming in our current deep learning networks? I predict these problems will be completely solved within the DL paradigm.
And still more trouble for deep learning: “human visual system .... more robust [than deep neural nets] to nearly all of [a dozen] tested image manipulations” https://arxiv.org/abs/1808.08750
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i think it is a problem with doing everything from the bottom-up.
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Is it really trouble if it is not at all surprising to vision researchers... seriously, I brought this up at dinner and no one expected deep learning to be more generalizable.
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