Zhihua JIN

Zhihua JIN (金志华) received his Ph.D. degree in the Department of Computer Science and Engineering, Hong Kong University of Science and Technology, under the supervision of Prof. Huamin Qu. He was a member of VisLab at HKUST. Before that, he obtained his B.Eng. degree from Zhejiang University majoring in Computer Science and Technology in 2019 and was a member of Mixed Honors Class, Chu Kochen Colleges, Zhejiang University. He was supervised by Prof. Jiajun Bu during his undergraduate studies. His research interests focus on visualization, explainable AI, and natural language processing.


Publications

JailbreakHunter: A Visual Analytics Approach for Jailbreak Prompts Discovery from Large-Scale Human-LLM Conversational Datasets
Zhihua Jin, Shiyi Liu, Haotian Li, Xun Zhao, Huamin Qu.
IEEE Transactions on Visualization and Computer Graphics, 2025.
[PDF]
ShortcutLens: A Visual Analytics Approach for Exploring Shortcuts in Natural Language Understanding Dataset
Zhihua Jin, Xingbo Wang, Furui Cheng, Chunhui Sun, Qun Liu, Huamin Qu.
IEEE Transactions on Visualization and Computer Graphics, 2023.
[PDF] [Video]
GNNLens: A Visual Analytics Approach for Prediction Error Diagnosis of Graph Neural Networks
Zhihua Jin, Yong Wang, Qianwen Wang, Yao Ming, Tengfei Ma, Huamin Qu.
IEEE Transactions on Visualization and Computer Graphics, 2022.
[PDF] [Code]
NumGPT: Improving Numeracy Ability of Generative Pre-trained Models
Zhihua Jin, Xin Jiang, Xingbo Wang, Qun Liu, Yong Wang, Xiaozhe Ren, Huamin Qu.
FinLLM (Workshop in IJCAI), 2023. Technology Novelty Award
[PDF] [Code]
CommonsenseVIS: Visualizing and Understanding Commonsense Reasoning Capabilities of Natural Language Models
Xingbo Wang, Renfei Huang, Zhihua Jin, Tianqing Fang, Huamin Qu.
IEEE Transactions on Visualization and Computer Graphics, (IEEE VIS), 2023.
[PDF] [Video]
M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis
Xingbo Wang, Jianben He, Zhihua Jin, Muqiao Yang, Yong Wang, Huamin Qu.
IEEE Transactions on Visualization and Computer Graphics (IEEE VIS), 2021. Honorable Mention
[PDF] [Video]
DeepDrawing: A Deep Learning Approach to Graph Drawing
Yong Wang, Zhihua Jin, Qianwen Wang, Weiwei Cui, Tengfei Ma, Huamin Qu.
IEEE Transcactions on Visualization and Computer Graphics (Proceedings of InfoVis 2019), 26(1):676-686, 2019.
[PDF] [Video] [Code]
ATMSeer: Increasing Transparency and Controllability in Automated Machine Learning
Qianwen Wang, Yao Ming, Zhihua Jin, Qiaomu Shen, Dongyu Liu, Micah J. Smith, Kalyan Veeramachaneni, Huamin Qu.
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, 2019.
[PDF] [Video] [Code]
HAPI: A Large-scale Longitudinal Dataset of Commercial ML API Predictions
Lingjiao Chen, Zhihua Jin, Sabri Eyuboglu, Christopher Ré, Matei Zaharia, James Zou.
Advances in Neural Information Processing Systems, 2022.
[PDF]
HAPI Explorer: Comprehension, Discovery, and Explanation on History of ML APIs
Lingjiao Chen*, Zhihua Jin*, Sabri Eyuboglu, Huamin Qu, Christopher Ré, Matei Zaharia, James Zou.
Proceedings of the AAAI Conference on Artificial Intelligence, 2023.
[PDF]
Towards an Exploratory Visual Analytics System for Griefer Identification in MOBA Games
Zixin Chen*, Shiyi Liu*, Zhihua Jin*, Gaoping Huang*, Yang Chao, Zhenchuan Yang, Quan Li, Huamin Qu.
IEEE VIS (Poster), 2023.
[PDF]

Experience

Oct 2024 - Present
ByteDance, Shenzhen, Guangdong, China
Algorithm Engineer
June 2024 - Oct 2024
ByteDance, Shenzhen, Guangdong, China
Algorithm Engineer Intern
May 2023 - Aug 2023
Adobe, San Jose, California, United States
Research Intern
Apr 2019 - Jul 2019
SouthIntel, Shenzhen, Guangdong, China
Research Intern
Aug 2018 - Jan 2019
Hong Kong University of Science and Technology, Hong Kong, China
Visiting Intern

Scholarships

2022-2023 HKUST RedBird Academic Excellence Award for Continuing PhD Students (2 times)
2015-2018 First-Class Scholarship for Outstanding Merits (3 times, Top 2%)
2016-2017 Second-Class Scholarship for Excellence in Research and Innovation
2015-2016 Zhejiang Provincial Government Scholarship (Rank: 1/176)

Awards

2023 Technology Novelty Award at FinLLM (Workshop in IJCAI) 2023
2021 Best Paper Honorable Mention Award at VIS 2021
2017, 2018 Third-Grade Prize of the College Student Program Design Competition in Zhejiang University
2017 Third-Grade Prize of the "Challenge Cup" College Student Extracurricular Academic Science and Technology Competition in Zhejiang University
2016 Second-Grade Prize of Zhejiang University Students Physics Innovation Competition
2016 Third-Grade prize of the preliminary competition of the National College Students Mathematics Competition (Zhejiang Division)
2016 First-Grade prize of College Student Advanced Mathematics Competition in Zhejiang Province