👋Hi, welcome to my homepage! You are the
visitor
PS: My personal Blog: 小H的个人空间
I’m Samuel Hu (CN name: 胡峻玮), a third-year undergraduate student majoring in Software Engineering at the School of Computer Science and Technology (School of Software Engineering), Tongji University.
During my time at Tongji, I have participated in several research projects. I worked on a project led by Lecturer Tang at Tongji University, which focused on the diffusion mechanism of user interests on recommendation algorithm platforms. I have also been involved in Professor Ye’s lab at Tongji University, conducting research on AI-based Chinese character visualization technology. Additionally, I am currently part of Associate Professor Dong’s research group, where I am exploring the application of reinforcement learning in financial investments. Meanwhile, I am currently working in Associate Professor Yan Liu’s lab, focusing on large code models and AI4SE.
Research Areas 📚
My main research areas include:
- LLM4code
- AI4SE
- SE4AI
- NLP
- Data Analysis
- And more…
If you are interested in these research topics, feel free to email me at Samuel Hu’s Email 📧
Looking forward to connecting! 😊
🔥 News
- 2025.04: 🎉 arXiv Preprint - Token-Aware Coding Flow: A Study with Nano Surge in Reasoning Model
- 2025.03: 🥇 First Prize - Tongji University’s 10th “Excellence Cup” and 19th “Challenge Cup” National College Student Extracurricular Academic and Technological Works Competition
- 2024.12: 🎖️ National Scholarship - 2023-2024 Academic Year
- 2024.12: 🎖️ Outstanding Student (Top 5%) - 2023-2024 Academic Year
- 2024.12: 🏆 Innovation Application Award (4/58) - National Final of the China College Computer Competition - AI Innovation Contest
- 2024.12: 🥉 Third Prize Nationally - 6th Global Campus AI Algorithm Elite Competition National Final
- 2024.12: 🥉 Third Prize Nationally - China College Computer Competition - AI Innovation Contest National Final
- 2024.08: 🥇 National First Prize - 26th China Robot and AI Competition National Final
- 2024.08: 🥈 National Second Prize - China College Computer Competition - AIGC Innovation Contest National Final
- 2024.04: 📝 Patent - 一种基于触摸屏的自选笔画汉字设计系统 Public Number: CN118428315A
- 2024.02: 💻 Software Copyright - 《辞海古卷》 Registration Number: 2024SR0233072
- 2023.12: 📝 Patent - 一种形神兼备的书法评分方法 Public Number: CN117690151A
📝 Publications

Token-Aware Coding Flow: A Study with Nano Surge in Reasoning Model
Junwei Hu, Weicheng Zheng, Yihan Liu, Yan Liu*
- This work investigates the impact of code smells on token consumption during reasoning.
- Introduces strategies like code refactoring and prompt engineering to optimize token usage.
🎖 Honors and Awards
- 2024.12: 🎖️ National Scholarship
- 2024.12: 🎖️ Outstanding Student (Top 5%)
- 2022.12: 🎖️ Third-Class Scholarship
- 2023.12: 🎖️ Third-Class Scholarship
- 2024.12: 🏆 Innovation Application Award (4/58) - National Final of the China College Computer Competition - AI Innovation Contest
- 2024.08: 🥇 National First Prize - 26th China Robot and AI Competition National Final
- 2024.08: 🥈 National Second Prize - China College Computer Competition - AIGC Innovation Contest National Final
- 2024.12: 🥉 Third Prize Nationally - 6th Global Campus AI Algorithm Elite Competition National Final
- 2024.12: 🥉 Third Prize Nationally - China College Computer Competition - AI Innovation Contest National Final
- 2024.11: 🥇 Regional First Prize - 6th Global Campus AI Algorithm Elite Competition
- 2024.10: 🥈 Regional Second Prize - China College Computer Competition - AI Innovation Contest
- 2024.06: 🥇 Provincial First Prize - 26th China Robot and AI Competition
- 2023.08: 🥈 Provincial Second Prize - 8th “Creative Youth” Shanghai College Student Cultural and Creative Works Exhibition
- 2024.12: 🥈 Provincial Second Prize - Higher Education Press Cup National College Student Mathematical Modeling Competition
- 2023.01: 🥉 Provincial Third Prize - 14th National College Student Mathematics Competition (Non-Mathematics Major)
- 2024.12: 🥉 Provincial Third Prize - 16th National College Student Mathematics Competition (Non-Mathematics Major)
- 2024.07: 🥉 Provincial Third Prize - 10th National College Student Statistical Modeling Competition
- 2022.12: 🥉 City Third Prize - 14th Shanghai College Student Mathematics Competition (Non-Mathematics Major)
- 2024.12: 🥉 City Third Prize - 16th Shanghai College Student Mathematics Competition (Non-Mathematics Major)
- 2024.09: 🥇 School First Prize - 2024 Tongji University Statistical Modeling Competition
- 2023.06: 🥇 Gold Medal - China International College Student Innovation Competition (School-level)
- 2024.06: 🥇 Gold Medal - 9th China International “Internet+” College Student Innovation and Entrepreneurship Competition (Tongji University Internal Competition)
- 2025.03: 🥇 First Prize - Tongji University’s 10th “Excellence Cup” and 19th “Challenge Cup” National College Student Extracurricular Academic and Technological Works Competition
- 2023.12: 🥈 Second Prize - 9th Tongji University “Mission and Responsibility” Competition Final
- 2024.07: 🎗️ Semi-finalist - China College Computer Competition - Smart Interactive Innovation Contest
- 2024.06: 🥉 Successful Participation Award - US College Student Mathematical Modeling Competition
- 2024.11: 🎗️ Semi-finalist - 10th Tongji University “Mission and Responsibility” Competition
- 2023.04: Completed Project - School-level Innovation and Entrepreneurship Project - Civil Engineering Computer Vision and Deep Learning Shared Community
- 2024.04: Completed Project - National Innovation and Entrepreneurship Project - “Calligraphy Evaluation System Combining Shape and Spirit”
📖 Educations
- 2022.09 - 2026.06 (now), Bachelor’s Degree in Software Engineering, School of Computer Science and Technology, Tongji University, Shanghai, China.
💻 Research Experiences
- 2024.10 - Present, Research on Large Code Models and AI4SE, Associate Professor Yan Liu, Tongji University, China.
- 2024.06 - 2024.08, Diffusion Mechanism of User Interests on Recommendation Algorithm Platforms, Lecturer Tang Jianfeng, Tongji University, China.
- 2023.04 - 2024.04, Reinforcement Learning in Financial Investments, Associate Professor Dong, Tongji University, China.
- 2022.04 - 2024.9, AI-Based Chinese Character Visualization, Professor Ye, Tongji University, China.