Jiawei Liu
I’m a Ph.D. candidate at UIUC PL/FM/SE, working with Lingming Zhang.
I study Software Engineering, Programming Systems, and Machine Learning, with a goal to simplify the making of great software with and for machine learning and its systems. Specifically, I study automated synthesis, validation, and reasoning of programs to build reliable machine learning systems and code models:
🛡️ Automated bug finding in ML systems via test program synthesis:
🛠️ Language models for code:
- EvalPlus / NeurIPS’23 & EvalPerf / COLM’24 🤗
- 🪄Magicoder / ICML’24 🤗
- ⭐StarCoder2 🤗
📬 jiawei6@illinois.edu
is the shortest path to find me.
Awards & Honors
OpenAI Researcher Access Program 2024
ML and Systems Rising Stars, MLCommons 2024
Yee Memorial Fellowship, University of Illinois 2024
ACM SIGSOFT Distinguished Paper Award (FSE'23) 2023
Distinguished Artifact Award (ASPLOS'23) 2023
Qidi Scholarship, Tongji University 2020
Invited Talk
Programming Systems, Uber: Evaluating LLMs for Correct & Efficient Code Generation Sept 2024
ARiSE Lab, Columbia University: Simplify the Making of Great Software in the ML Era April 2024
Snowflake GenAI: Rigorous Evaluation of LLMs for Code (Slides) Feb 2024
AST Lab, ETH Zürich: Generating Test-Cases for ML Compilers (Slides) Jan 2024
GAI4SE, NC State University: LLMs for Software Testing (Guest Lecture) Nov 2023
Apache TVM Conference: Automating DL Compiler Bug Finding with NNSmith Mar 2023
SAMPL, University of Washington: Coverage-Guided Tensor Compiler Fuzzing (Slides) May 2022