Cross-lingual transfer learning for statistical type inference

• Main Authors: LI, Zhiming, XIE, Xiaofei, LI, Haoliang, XU, Zhengzi, LI, Yi, LIU, Yang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Deep Learning; Transfer Learning; Type Inference; Databases and Information Systems; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7194; https://ink.library.smu.edu.sg/context/sis_research/article/8197/viewcontent/Li2022CLT.pdf
• Institution: Singapore Management University

Hitherto statistical type inference systems rely thoroughly on supervised learning approaches, which require laborious manual effort to collect and label large amounts of data. Most Turing-complete imperative languages share similar control- and data-flow structures, which make it possible to transf...