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by yazr 3617 days ago
Great mini survey!

Can you mention any key papers about NNs that manipulate existing code? e.g. parse it, find design pattern, optimize, etc I think this is just as interesting and already feasible.

1 comments

Thank you! I found a great list of deep learning paper summaries that is mostly about learning algorithms from data and other cutting edge models: http://colinraffel.com/wiki/tag:neural_networks?do=showtag&t... all kudos to the owner/author of this list !

>NNs that manipulate existing code? e.g. parse it, find design pattern, optimize

Also: you probably shouldn't need special architectures for such problems, these can be solved by seq2seq, NTM, RL-NTM and such, given a good dataset. Such tasks are still beyond current state of art though, it seems.