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ZankerH comments on Open thread, Nov. 16 - Nov. 22, 2015 - Less Wrong Discussion
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There is research in that direction, particularly in the field of visual object recognising convolutional networks. It is possible to interpret what a neural net is looking for.
http://yosinski.com/deepvis