432 citations · 1.2k across the 38 of their papers we have counts for
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cs.PL2016★ 5 cited
Differentiable Functional Program Interpreters
John K. Feser, Marc Brockschmidt, Alexander L. Gaunt +1
Programming by Example (PBE) is the task of inducing computer programs from input-output examples. It can be seen as a type of machine learning where the hypothesis space is the se…
cs.PL2014★ 129 cited
Structured Generative Models of Natural Source Code
Chris J. Maddison, Daniel Tarlow
We study the problem of building generative models of natural source code (NSC); that is, source code written and understood by humans. Our primary contribution is to describe a fa…