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A lot of 2015-2016 work can be seen as addressing the latter two. For memory, all the work on neural programming, soft and hard attention, content-addressable memory and 'memory networks'. For unsupervised learning, adversarial networks have spawned a whole bunch of papers with OpenAI's latest batch being quite exciting.

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