Yingfei Xiong

OCoR

2020

Code retrieval helps developers reuse code snippets in the open-source projects. Given a natural language description, code retrieval aims to search for the most relevant code relevant among a set of code snippets. Existing state-of-the-art …

A Syntax-Guided Edit Decoder for Neural Program Repair

2021 · arXiv (Cornell University)

Automated Program Repair (APR) helps improve the efficiency of software development and maintenance. Recent APR techniques use deep learning, particularly the encoder-decoder architecture, to generate patches. Though existing DL-based APR approaches have proposed different encoder …

Effective Random Test Generation for Deep Learning Compilers

2023 · arXiv (Cornell University)

Deep learning compilers help address the difficulties of deploying deep learning models on diverse types of hardware. Testing deep learning compilers is highly crucial, because they are impacting countless AI applications that use them for …