Deep Program Structure Modeling Through Multi-Relational Graph-based Learning
Published in PACT, 2020
Recommended citation: Guixin Ye, Zhanyong Tang, Huanting Wang, Jianbin Fang, Songfang Huang, Zheng Wang. "Deep Program Structure Modeling Through Multi-Relational Graph-based Learning." PACT. 2020. http://jianbinfang.github.io/files/2020-07-16-pact.pdf
This paper presents POEM, a novel framework that automatically learns useful code representations from graph-based program structures. At the core of POEM is a new graph neural network (GNN), which is specially designed for capturing the syntax and semantic information from the program abstract syntax tree and the control and data flow graph
Recommended citation: Guixin Ye, Zhanyong Tang, Huanting Wang, Jianbin Fang, Songfang Huang, Zheng Wang. (2020). “Deep Program Structure Modeling Through Multi-Relational Graph-based Learning.” PACT. 2020.