Son Nguyen
snguye88 at asu dot edu

I am a freshman at Arizona State University, doing research at the LENS Lab with Dr. Ransalu Senanayake. My research focuses on LLM optimization and decision making under uncertainty. I am interested in developing efficient and robust methods for deploying ML models in real-world applications.

Profile Picture

News

May 2026
Our paper "CUPID in the Model Zoo: Online Matchmaking for Selecting Your Dream LLM" was accepted to ICML 2026.
Aug 2025
Joined Arizona State University pursuing a BS in Computer Science.

Research

The Shape of Noise: Layer-Wise Perturbation Profiles for Diagnosing Vision Robustness
Son Nguyen, Gia-Bao Vu, Quang Minh Phan, Trong P. Le
ICML 2026 Workshop on Combining Theory and Benchmarks: Towards A Virtuous Cycle to Understand and Guarantee Foundation Model Performance, 2026
CUPID in the Model Zoo: Online Matchmaking for Selecting Your Dream LLM
Son Nguyen, Xinyuan Liu, Ransalu Senanayake
International Conference on Machine Learning, 2026
@inproceedings{
nguyen2026cupid,
title={{CUPID} in the Model Zoo: Online Matchmaking for Selecting Your Dream {LLM}},
author={Son Nguyen and Xinyuan Liu and Ransalu Senanayake},
booktitle={Forty-third International Conference on Machine Learning},
year={2026}
}
LLM Routing as Reasoning: A MaxSAT View
Son Nguyen, Xinyuan Liu, Ransalu Senanayake
ICLR Workshop on Logical Reasoning of Large Language Models, 2026

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