I will study in Al thrust under the Information Hub at HKUST(GZ) as an MPhil in the fall of 2025, working on interdisciplinary applications of AI. If you are seeking any form of academic cooperation, please feel free to email me at l15759278244@gmail.com.

My research interest includes interdisciplinary applications of artificial intelligence, such as Bioinformatics, AI4Transportation, AI4Sports and AI4Healthcare. I have published 4 papers and have 4 more under review at international interdisciplinary AI journals and conferences. I am also highly interested in multimodal large language models (LLMs) and have worked on related projects, including the design of a tri-modal large model that integrates foot pressure, joint angles, and physician prompts.

🔥 News

• 2025.06: 🎉 One paper is accepted by ^{IEEE Transactions on Computational Biology and Bioinformatics} (SCI Q1, CCF B)
• 2025.05: 🎉 The recipient of the DMU Youth May Fourth Medal “Star of Technological Innovation” (Top 0.003%)
• 2025.04: 🎉 The recipient of the Outstanding Graduates of Dalian, China (Top 3%)
• 2024.12: 🎉 The 2024 National College Students Innovation and Entrepreneurship Training Program project I led received the National-Level Outstanding Project Completion award with the highest score (96.25/100) !
• 2024.12: 🎉 One paper is accepted by ^{IEEE Transactions on Computational Biology and Bioinformatics} (SCI Q1, CCF B)
• 2024.12: 🎉 I join the AI thrust under the Information Hub at HKUST(GZ) as an MPhil student!
• 2024.11: 🎉 The recipient of the COSCO SHIPPING Technology Innovation Pacesetter(Top 0.030%)
• 2024.11: 🎉 The recipient of the Xiaomi Scholarship (Top 0.119%)
• 2024.09: 🎉 One paper is accepted by ^{Applied Ocean Research} (SCI Q1)
• 2024.09: 🎉 One paper is accepted by ^{IEEE Sensors Journal} (SCI Q1)
• 2024.02: 🎉 Our paper has passed the first round of review for IJCAI 2024
• 2023.03: 🎉 I join the TSMC Intelligent Software Engineering Laboratory and DUT Artificial Intelligence Institute as a research assistant!

📝 Publications

†: These authors contributed equally to this work.
*: Corresponding author.

🧬 Bioinformatics

IEEE Transactions on Computational Biology and Bioinformatics, Dec. 2024

MHMDA: “Similarity-Association-Similarity” Metapaths and Heterogeneous-Hyper Network for MiRNA-Disease Association Prediction
Ruijie Li, Qiao Ning^*, Yaomiao Zhao, Shikai Guo, Hui Li

IEEE Journal of Biomedical and Health Informatics 2025

SOC-DGL: Social Interaction Behavior Inspired Dual Graph Learning Framework for Drug-Target Interaction Identification
Xiang Zhao^†, Ruijie Li^†, Qiao Ning^*, Shikai Guo^*, Hui Li, Qian Ma

IEEE Transactions on Computational Biology and Bioinformatics 2025

A Multi-view Divergence-Convergence Feature Augmentation Framework for Drug-related Microbes Prediction
Xin An^†, Ruijie Li^†, Qiao Ning^*, Shikai Guo, Hui Li, Qian Ma

Pattern Recognition 2025

Molecular-driven Multi-view Hypergraph Contrastive Learning for Drug-drug Interaction Prediction
Xinyu Li^†, Ruijie Li^†, Qiao Ning^*, Shikai Guo, Hui Li, Qian Ma

IEEE Transactions on Computational Biology and Bioinformatics, Jun. 2025

Cross Attention and Intra-layer Attention in Heterogeneous Graph Neural Networks for Drug–Target Interaction Prediction
Kuiyang Che, Qiao Ning^*, Ruijie Li, Xirun Wei, Hui Li, Shikai Guo

🚗 AI4Transportation

IEEE Sensors Journal, Sep. 2024

YOLO-SGC: A Dangerous Driving Behavior Detection Method With Multiscale Spatial-Channel Feature Aggregation
Ruijie Li, Changdong Yu^*, Xiangrong Qin, Xin An, Jinpeng Zhao, Wenhui Chuai, et al.

• Applied Ocean Research, Dec. 2024 YOLO-MRS: An efficient deep learning-based maritime object detection method for unmanned surface vehicles, Changdong Yu, Haoke Yin, Chenyi Rong^†, Jiayi Zhao^†, Xiao Liang^{*, †}, Ruijie Li^†, et al.

🏀 AI4Sports

Information Fusion 2025

HydraNet: Momentum-Driven State Space Modeling for Multi-Grained Tennis Tournaments Analysis
Ruijie Li, Xiang Zhao, Qiao Ning^*, Shikai Guo

Others

• None

🎖 Honors and Awards

• 2025.09 - 2027.10 Postgraduate Studentship (PGS) Award (CNY10,000/month)
• 2025.05 DMU Youth May Fourth Medal “Star of Technological Innovation” (Only 1 student selected across Undergraduate/Master/PhD, Top 0.003%)
• 2025.04 Outstanding Graduates of Dalian, China (Top 3%)
• 2024.11 COSCO SHIPPING Technology Innovation Pacesetter(Only 10 students selected across Undergraduate/Master/PhD, Top 0.030%)
• 2024.11 Xiaomi Scholarship (Only 40 students selected across Undergraduate/Master/PhD, Top 0.119%)
• 2024.11 Merit Student (Undergraduate Top 3%)
• 2024.11 EQ Scholarship, Social Practice Category (Undergraduate Top 1%)
• 2024.11 Individual Scholarship, Competition Category (Undergraduate)
• 2024.11 Individual Scholarship, Academic Progress Category (Undergraduate)
• 2023.11 EQ Scholarship, Technological Innovation Category (Undergraduate Top 1%)
• 2023.11 Outstanding Student Scholarship (Undergraduate Top 15%)
• 2023.11 Individual Scholarship, Academic Progress Category (Undergraduate)
• 2022.11 EQ Scholarship, Technological Innovation Category (Undergraduate Top 3%)
• 2022.11 Outstanding Student Scholarship (Undergraduate Top 15%)

📖 Educations

• 2025.09 - 2027.10, MPhil, AI thrust, Information Hub, Hong Kong University of Science and Technology (GuangZhou), Guangzhou.
• 2021.09 - 2025.06, Undergraduate, CS, School of Information Science And Technology, Dalian Maritime Univeristy, Dalian.
• 2018.09 - 2021.06, Xiamen No.6 High School, Xiamen.

💬 Invited Talks

• None

💻 Internships

• 2023.03 - 2025.06, Part-time Research Assistant, TSMC Intelligent Software Engineering Laboratory and DUT Artificial Intelligence Institute.