Execution-Guided Neural Program Synthesis.

Simple statistical gradient-following algorithms for connectionist reinforcement learning

Ronald J. Williams · Machine Learning · 1992 · 7.5K citations · Full text

Computing, Computer Science, Artificial Intelligence +11

Automating string processing in spreadsheets using input-output examples

Sumit Gulwani · ACM SIGPLAN Notices · 2011 · 589 citations

Computing, Computer Science, Algorithms +14

Abstract Syntax Networks for Code Generation and Semantic Parsing

Maxim Rabinovich, Mitchell Stern, Dan Klein · 2017 · 320 citations · Full text

Computing, Computer Science, Computational Linguistics +16

DeepCoder: Learning to Write Programs

Matej Balog, Alexander L. Gaunt, Marc Brockschmidt et al. · arXiv (Cornell University) · 2016 · 232 citations · Full text

Computing, Computer Science, Artificial Intelligence +9

Making Neural Programming Architectures Generalize via Recursion

Jonathon Cai, Richard Shin, Dawn Song · arXiv (Cornell University) · 2017 · 82 citations · Full text

Computing, Computer Science, Artificial Intelligence +16