Jingyuan Huang | Computer Science PhD Student at UGA

About Me

I am a PhD student in Computer Science at the University of Georgia, advised by Prof. Ninghao Liu. I received my bachelor's degree from The Chinese University of Hong Kong (CUHK), where I conducted research under the supervision of Prof. Michael R. Lyu.

My research focuses on MOPD, Agentic CUA, and Model Evaluation.

Research Interests

MOPD
Agentic CUA
Model Evaluation

Selected Publications

* Equal contribution. See Google Scholar for the latest list and citations.

arXiv 2026

Train4Merge: RL or SFT—Which Yields Better Teachers for OPD-Based Model Merging?

Jingyuan Huang, Zuming Huang, Yucheng Shi, Zhongzhi Li, Xiaoming Zhai, Wei Chu, Ninghao Liu.

arXiv preprint, 2026.

Paper PDF
arXiv 2026

Trust the Right Teacher: Quality-Aware Self-Distillation for GUI Grounding

Jingyuan Huang, Zuming Huang, Yucheng Shi, Tianze Yang, Xiaoming Zhai, Wei Chu, Ninghao Liu.

arXiv preprint, 2026.

Paper PDF
EMNLP 2025

AI Sees Your Location—But With A Bias Toward The Wealthy World

Jingyuan Huang*, Jen-tse Huang*, Ziyi Liu, Xiaoyuan Liu, Wenxuan Wang, Jieyu Zhao.

EMNLP 2025 (Main Conference).

Paper PDF Code

More Publications

2026

Self-Supervised Scaling of Terminal Environments for Scientific Domains

Zhongzhi Li, Yucheng Shi, Zongxia Li, Junyao Yang, Ruhan Wang, Yu Wang, Jingyuan Huang, Jichao Yu, Ninghao Liu, Haitao Mi, Leowei Liang.

arXiv preprint, 2026.
Online Skill Learning for Web Agents via State-Grounded Dynamic Retrieval

Jiaxi Li, Ke Deng, Yun Wang, Jingyuan Huang, Yucheng Shi, Qiaoyu Tan, Jin Lu, Ninghao Liu.

arXiv preprint, 2026.
TRON: Targeted Rule-Verifiable Online Environments for Visual Reasoning RL

Tianze Yang, Yucheng Shi, Ruitong Sun, Jingyuan Huang, Ninghao Liu, Jin Sun.

arXiv preprint, 2026.

2025

Asclepius: A Spectrum Evaluation Benchmark for Medical Multi-Modal Large Language Models

Jie Liu, Wenxuan Wang, Yihang Su, Jingyuan Huang, Yudi Zhang, Cheng-Yi Li, Wenting Chen, Xiaohan Xing, Kao-Jung Chang, Linlin Shen, Michael R. Lyu.

ACL 2025 (Long Papers).
Towards Trustworthy GUI Agents: A Survey

Yucheng Shi, Wenhao Yu, Jingyuan Huang, Wenlin Yao, Wenhu Chen, Ninghao Liu.

arXiv preprint, 2025 (revised 2026).

2024

Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models

Wenxuan Wang, Wenxiang Jiao, Jingyuan Huang, Ruyi Dai, Jen-tse Huang, Zhaopeng Tu, Michael R. Lyu.

ACL 2024 (Long Papers).

2023

An Image is Worth a Thousand Toxic Words: A Metamorphic Testing Framework for Content Moderation Software

Wenxuan Wang, Jingyuan Huang, Jen-tse Huang, Chang Chen, Jiazhen Gu, Pinjia He, Michael R. Lyu.

ASE 2023.
Validating Multimedia Content Moderation Software via Semantic Fusion

Wenxuan Wang, Jingyuan Huang, Chang Chen, Jiazhen Gu, Jianping Zhang, Weibin Wu, Pinjia He, Michael R. Lyu.

ISSTA 2023.