Matthew Amodio

Neural Attribute Grammars for Semantics-Guided Program Generation

2017 · arXiv (Cornell University)

Existing deep models for code tend to be trained on syntactic program representations. We present an alternative, called Neural Attribute Grammars, that exposes the semantics of the target language to the training procedure using an …