About me
I am a second-year graduate student in CS at the University of Wisconsin-Madison, advised by Professor Frederic Sala. I am also happy to be guided by his senior student Nicholas Roberts. My research interests include Machine Learning with limited data and foundation models. Before that, I earned my B.S. also at the University of Wisconsin-Madison with a double major in Computer Science & Mathematics.
Publications
- Pretrained Hybrids with MAD Skills
Nicholas Roberts, Samuel Guo, Zhiqi Gao, Satya Sai Srinath Namburi GNVV, Sonia Cromp, Chengjun Wu, Chengyu Duan, Frederic Sala.
ICML 2024 Long-Context Foundation Models (LCFM) Workshop.
ICML 2024 Next Generation of Sequence Modeling Architectures (NGSM) Workshop.
[arXiv]
Work Experience
Roblox Corporation
Software Engineer Intern, AI/ML Team May 2023 -- Aug. 2023
- Designed, developed, and deployed a full-stack project with a Slack Bot that integrates Vector Database & Large Language Model which can perform complex Q&A based on custom knowledge by Prompt Engineering.
- Created an efficient data pipeline, ingesting diverse documents (Confluence, Stackoverflow, Github) and generating vector embeddings for rapid retrieval.
- Conducted tests with multiple Large Language Models and different Prompt Design techniques, resulting in a better solution that outperformed the existing Question Answering Slack Bot within the company.
Teaching Experience
Comp Sci 540 — Introduction to Artificial Intelligence
Fall 2024
Comp Sci 300 — Programming II
Fall 2023, Spring 2024
Services
Served as a reviewer for NeurIPS 2024, ES-FoMo@ICML2024
Undergraduate Projects
Tessellations on the Poincaré Half-Plane and Disk
- Participated in the Summer 2022 UW-Madison Research Experiences for Undergraduates (REU) in Analysis funded by the National Science Foundation (NSF), advised by Professor Andrew Zimmer.
[Poster PDF]
Random Walks on Groups
- Participated in a group project at Madison Experimental Mathematics Lab, which utilized Mathematica to simulate and analyze patterns of random walks in various groups, including \(Z^n\) and the Heisenberg group. Project Mentor: Dr. Nate Fisher
[Poster PDF]