Qunzhong Wang(王群中)
Hi, I'm Qunzhong Wang. I am currently an undergraduate at the Chinese University of Hong Kong, majoring in Mathematics and Information Engineering.
Prior to my undergraduate studies, I received the gold medal in Chinese Mathematical Olympiad.
My current research interests include mathematical frameworks for AI analysis, reinforcement learning, especially its behavior on large language models/multimodal large language models.
I am seeking potential future research opportunities (virtual or in-person), particularly in LLMs, VLMs, and related fields.
You can view my full resume here.
Email /
Scholar /
Github
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Publications
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Does Graph Prompt Work? A Data Operation Perspective with Theoretical Analysis
Qunzhong Wang, Xiangguo Sun, Hong Cheng
ICML, 2025
arXiv
 /  Paper
 /  Code
This paper introduces a theoretical framework that rigorously analyzes graph prompting from a data operation perspective. The error lower bound, upper bound, and data distribution have been thoroughly studied.
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Selected Awards
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Mathematical Modeling Contest, Meritorious Winner (2024) |
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Dean’s List, Chinese University of HK (2024) |
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Soong Ching Ling Scholarship (2023) |
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Prof Omar Wing Memorial Scholarship (2023) |
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Simon Marais Mathematics Competition, 11th in East Division (2023) |
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Admission Scholarship, Chinese University of HK (2023) |
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China Physics Olympiad (Provincial), First Prize (2022) |
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China Chemistry Olympiad (Provincial), First Prize (2022) |
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China Mathematics Olympiad, Gold Medal (2022) |
Internship
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