Hi! I am a 3rd-year undergraduate at Zhiyuan College (Honor, Top 10%), Shanghai Jiao Tong University. My academic journey has been enriched by several research experiences. Most recently, I was a research intern at National University of Singapore, collaborating with Dr. Zhaomin Wu and Mr. Junyi Hou under the supervision of Prof. Bingsheng He. Before that, I worked as an undergraduate researcher at Shanghai Jiao Tong University, working alongside Mr. Zhihui Xie, mentored by Prof. Shuai Li and Dr. Tong Yu. I’ve also had the privilege of collaborating with Prof. Bao-Liang Lu and Prof. Wei-Long Zheng.
Besides research, I’ve excelled in competitive programming, winning awards in OI, ICPC, CCPC and various other contests, under the guidance of Prof. Yong Yu. See my CV for details.
My research interests are primarily focused on Large Language Models and Foundation Models. I’m always eager to engage in discussions about these topics, so please feel free to reach out if you’d like to chat!
Email / Google Scholar / Github / LinkedIn / WeChat / QQ / Xiaohongshu (RedNote) / CV
🔥 News
- 2024.10: Our work Llamdex is on arXiv!
- 2024.09: 🎉Our work Internal Consistency is accepted to NeurIPS 2024! 🎉
- 2024.05: Our work Internal Consistency is on arXiv!
📝 Publications
* denotes equal contribution
Model-Based Privacy-Preserving Knowledge Transfer for Large Language Models
Zhaomin Wu*, Jizhou Guo*, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang
Under review
- Proposed Llamdex, a novel framework that integrates privacy-preserving, domain-specific models into LLMs.
- Demonstrated significant performance gains in domain-specific tasks, with up to 26% accuracy improvement while maintaining differential privacy guarantees.
- Achieved comparable inference efficiency to base LLMs while enhancing domain-specific capabilities.
Calibrating Reasoning in Language Models with Internal Consistency
Zhihui Xie, Jizhou Guo, Tong Yu, Shuai Li
NeurIPS 2024
![[poster]](https://neurips.cc/media/PosterPDFs/NeurIPS%202024/93260.png){kind=link}
- Developed a novel “internal consistency” approach to calibrate reasoning in LLMs, resulting in a significant boost in reasoning performance without requiring additional training.
- Conducted in-depth analysis of Chain-of-Thought (CoT) reasoning in LLMs through the lens of internal representations.
EEG-based Emotion Recognition in an Olfactory Stimulation Paradigm
Jiaqi Wang, Zhengting Chen, Yifan Wu, Keyan Huang, Dian Zhang, Jizhou Guo, Xinglan Liu, Dan Peng, Weilong Zheng, Baoliang Lu
Under review
- Designed and executed experiments to predict human emotions from EEG signals under various olfactory stimuli.
- Implemented and compared multiple deep learning models (MLP, CNN, Transformer) with Domain-Adversarial Neural Networks (DANN).
📚 Course Projects
Two-Area RNN: Representations for Context-Dependent Decisions
Jizhou Guo, Liting Pang, Zhaoyu Zhu, Ziyi Xu
- Proposed a novel Two-Area RNN architecture for context-dependent decision-making tasks.
I have completed additional course projects as well; please refer to my CV for details.
🌍 Services
Invited as reviewer: EMBC 2025
💼 Experience
National University of Singapore
2024.06 - 2024.08
Research Assistant
Advisor: Prof. Bingsheng He
Peking University
2023.07
Student Trainee
Quantitative Biology Summer School of Center for Life Sciences (50 candidates nationwide)
Tencent Corporation
2022.08
Research Intern
Spark Project (AI group) (50 high-school students with talents nationwide)
Shanghai Jiao Tong University
2022.09 - Present
Bachelor of Science in Mathematics with Honors, Zhiyuan College
Research Advisors: Prof. Shuai Li, Prof. Bao-Liang Lu, and Prof. Wei-Long Zheng
🎖 Selected Honors and Awards
Click here to view all certificates
- 2025.01 Gold Award🥇 and First Runner-up in the National College Students’ Career Planning Contest (Shanghai Region).
- 2024.12 Zhiyuan Honors Scholarship.
- 2024.11 Zhiyuan First-Class Overseas Research Scholarship.
- 2024.09 Merit Student of SJTU.
- 2023.12 Second-Class Academic Scholarship, SJTU (Top 10%, ranked 2nd overall).
- 2023.12 Zhiyuan Honors Scholarship.
- 2023.12 Third Prize in Mathematics competition of Chinese College Students (Shanghai).
- 2023.09 First Prize in Shanghai Collegiate Programming Contest (Ranked 2nd in Shanghai).
- 2023.08 Gold Award🥇 in Astar Programming Contest (Shanghai Region) (Ranked 2nd in Shanghai).
- 2023.05 Gold Medal🥇 in 2023 China Collegiate Programming Contest (CCPC) National Invitational Contest (Hunan).
- 2023.05 Gold Medal🥇 in 2023 International Collegiate Programming Contest (ICPC) Xi’an Invitational Contest.
- 2022.12 Zhiyuan Honors Scholarship.
- 2022.12 Gold Medal🥇 in 2022 International Collegiate Programming Contest (ICPC) Asia Hangzhou Regional Contest (Ranked 8th nationwide).
- 2022.09 Gold Medal🥇 in 2022 China Collegiate Programming Contest (CCPC) (Shanghai region).
- 2021.07 Silver Medal🥈 in National Olympiad in Informatics (NOI).
- 2021.03 Ranked 22nd nationwide in National Olympiad in Informatics (NOI) Online Senior Group.
🌈 Miscellaneous
Apart from academic studies and research, I have a wide range of interests, including piano and singing.
- I enjoy playing the piano🎹 and have passed ABRSM Practical Grade 8 and CCM Amateur Grade 10, both the highest levels. I’ve also won awards in several piano competitions.
- I am passionate about singing🎤 and have passed CCM Amateur Grade 9 (highest level).
- I used to serve as the conductor of the choir in junior high school.
- I also have some experience in public speaking🗣️ and won Gold Award🥇 in the National College Students’ Career Planning Contest (Shanghai Region).
- Regarding sports, I’m an amateur enthusiast of jogging🏃 and skiing⛷️.
- I have participated in various algorithm competitions🖥️ and earned Gold Medals🥇 in ICPC/CCPC and a Silver Medal🥈 in NOI.