| Jinyue Li 2002.02 | Ph.D Candidate, USTC |
| I am Jinyue Li, an integrated Ph.D. student in the Department of Electronic Engineering and Information Science (Department 6) at the University of Science and Technology of China (USTC), admitted in 2024. My research interests mainly lie in Multimodal Large Language Model (MLLM) reasoning, AI Agents, and AI for Healthcare (AI4Health), with a particular focus on developing intelligent, reliable, and generalizable AI systems for complex real‑world applications. I have published multiple peer‑reviewed papers in top‑tier journals and conferences including INFFUS, T‑NNLS, T‑MM, npj Digital Medicine, MICCAI, IJCAI, and ESWA. My publications cover a broad spectrum of multimodal learning, large‑language‑model reasoning, and intelligent agents. |  |
老当益壮，宁移白首之心；穷且益坚，不坠青云之志。
🏆 Awards
📝 Academic Service
Reviewer, Expert Systems (2026–Present)
✨ Publications
IEEE Transactions on Multimedia (TMM) (Journal) | 2026, SCI, EI, IF-9.9, JCR Q1, CCF-A
HMC-Net: Hierarchical Multi-phase Cross-Fusion Network for Liver Tumor Segmentation
Jinyue Li, Qiang Lin*, Qiankun Li†, Huabao Chen, Feng He, Xin Ning†, Yu Liu, Zhigang Zeng
Information Fusion (Journal) | 2026, SCI, IF-17.4, JCR Q1
M3Net: A Macro→Meso→Micro Clinical-inspired Hierarchical 3D Network for Pulmonary Nodule Classification
Jinyue Li, Yuzhou Yu, Jingjing Yang, Meng Fu, Yani Zhang, Shuyao He, Dianlong Ge, Xin Ning†, Yannan Chu†, Qiankun Li
npj Digital Medicine (Nature Portfolio, Journal) | 2026, SCI, IF-15.1, JCR Q1
An Interpretable AI System for Oral Leukoplakia Progression: From Early Screening to Lesion Delineation
Linfei Feng, Guanyu Chen, Huabao Chen*, Susu Luo, Xuanyu Li, Aokun Liu, Jinyue Li, Huarui Liu, Yimou Wang, Feng He, Lin Jiao, Yang Liu, Yani Zhang†, Qiankun Li†
MICCAI (Conference) | 2026, CCF-B
Dual-Adaptive SAM3: Hierarchical Routing over Low-Rank Expert Layers for Parameter-Efficient Medical Image Segmentation
Ying Chen, Jinyue Li, Kun Wang†, Qiankun Li†, Yang Liu
IJCAI (Conference) | 2026, CCF-A
Joint Medical Image Enhancement and Segmentation with Diffusion-based Symbiotic Information Interaction
Ying Chen, Jinyue Li, Qiankun Li†
Expert Systems with Applications (Journal) | 2027, SCI, EI, IF-9.4
PARF-Net: Phase-Adaptive Robust Fusion for Liver Tumor Segmentation with Missing-Phase CECT
Yiwen Liu, Jinyue Li, Enhao Ning, Liping Zhang, Qiankun Li, Xin Ning
Journal of Translational Medicine (Journal) | 2026, SCI, IF-9.7, JCR Q1
Agentic Systems in Computational Pathology: Architectures, Evidence, and Translational Challenges
Xinyu Lu, Qiankun Li, Yakun Gao, Wei Dong, Mengyao Lyu, Siyuan Ma, Jinyue Li, Yufeng Wu, Linghan Cai, Tianyi Zhang, Shangqing Lyu, Zeyu Liu, Hui Liu, Susu Luo
KDD Workshop (Review) | 2026
Trustworthy Medical Multimodal Large Language Models: Taxonomy, Evaluation, and Benchmarks
Qiankun Li, Junyuan Mao, Jinyue Li, Rui Hao, Huabao Chen, Guanyu Chen, Linghao Meng, Jingchi Liao, Yani Zhang, Yiming Zhang, Guibin Zhang, Junfeng Fang, Zhenhong Zhou, Jiayu Qian, Liangrui Pan, Lianyu Hu, Liang Lin, Hao Wu, Yiqi Zhao, Huahui Yi, Qingbo Kang, Aiping Liu, Junxin Chen, Bo Fang, Yue Huang, Zhou Wang, Vivek Mohan, Viktor Schlegel, Kun Wang, Zengxiang Li, Yueming Jin, Weidong Cai, Xun Chen, Zhigang Zeng, Yang Liu, Nan Liu
💼 Internship Experience
Assistant Research Algorithm Engineer | 2025.04 – 2025.07
iFLYTEK Co., Ltd. (科大讯飞)
- Conducted research and development on large language models (LLMs) and their downstream applications.
- Explored parameter-efficient fine-tuning techniques, including LoRA-based adaptation for domain-specific tasks.
- Participated in model training, evaluation, and deployment to improve efficiency and real-world applicability.
Algorithm & Hardware Development Intern | 2023.12 – 2024.06
China Electric Power Research Institute (CEPRI, 中国电力科学研究院)
- Conducted research and development of intelligent algorithms for power system monitoring and analysis.
- Designed and implemented data processing pipelines for sensor and operational data.
- Participated in embedded hardware development, debugging, and system integration.
- Evaluated algorithm performance through experimental testing and real-world deployment scenarios.
🚴 Cycling Experience
Outside of academics and work, cycling is an important part of my life.
I have participated in several competitive road cycling events, including:
🚴 The 2nd “Beijing–Tianjin–Hebei Coordinated Development Cup” Road Cycling Invitational, Dachang, Hebei Men’s Road Elite Group — Individual
🚴 2024 “Jilin Cycling Journey” Tour of Jilin Province Cycling Open Men’s Road Group A
📸 Race Moments
 Beijing–Tianjin–Hebei Coordinated Development Cup Dachang, Hebei |  2024 Tour of Jilin Province Cycling Open Jilin, China |