Yitong Lin

Master's Student Β· Zhejiang University


Hello! πŸ‘‹πŸ» I am a Master's student at Zhejiang University, advised by Prof. Xiaoxue Ren. I work on AI for Software Engineering, Code Intelligence, and AI Agents.

My research focuses on how large language models understand developer intent, reason over program semantics, learn from feedback, and improve their own behavior. I am especially interested in agentic RL and real-world agents that can plan, use tools, and solve long-horizon tasks beyond isolated prompts. I am drawn to settings where models must act under uncertainty, verify intermediate outcomes, and adapt through interaction.

Code translates abstract intent into autonomous behavior. My long-term vision is to advance AI agents that achieve state-of-the-art performance while deepening our understanding of how they perceive, reason, and interact in complex open-world environments.

News

Jul 2025
One paper accepted by Bioinformatics ✨
Mar 2025
One paper accepted by ICME 2025 πŸŽ‰

Selected Publications

BioGraphFusion: Graph Knowledge Embedding for Biological Completion and Reasoning
Yitong Lin†, Jiaying He†, Jiahe Chen, Xinnan Zhu, Jianwei Zheng*, Bo Tao*
Bioinformatics Journal, 2025
C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation
Jiaying He†, Yitong Lin†, Jiahe Chen, Honghui Xu*, Jianwei Zheng*
IEEE International Conference on Multimedia and Expo (ICME), 2025

(†: Equal contribution, *: Corresponding author)


Awards & Competitions

National Scholarship, Undergraduate, 2023-2024 Academic Year (Dec 2024)
National Scholarship, Undergraduate, 2024-2025 Academic Year (Dec 2025)
Meritorious Winner, Interdisciplinary Contest in Modeling (ICM), 2024 (May 2024)
National Second Prize, China College Students' Service Outsourcing Innovation & Entrepreneurship Competition (Aug 2024)
National Second Prize, China Undergraduate Mathematical Contest in Modeling (CUMCM), Undergraduate Group (Oct 2023)

Education

2026 - 2029
Zhejiang University
M.S., Software Engineering
2022 - 2026
Zhejiang University of Technology
B.S., Computer Science and Technology