Dr_Manhattan comments on [link] New essay summarizing some of my latest thoughts on AI safety - Less Wrong

14 Post author: Kaj_Sotala 01 November 2015 08:07AM

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Comment author: Dr_Manhattan 03 November 2015 07:21:54PM 1 point [-]

I think I've yet to see a paper that convincingly supports the claim that neural nets are learning natural representations of the world. For some papers that refute this claim, see e.g.

My impression that they can in fact learn "natural" representations of the world, a good example here http://arxiv.org/abs/1311.2901

On the other hand since they tend to be task-specific learners they might take shortcuts that we wouldn't perceive as "natural"; our "natural object" ontology is optimized for much more general task than most NNets.

If I'm correct about this I would expect NNets to become more "natural" as the tasks get closer to being "AI-complete", such as question-answering systems and scene description networks.