PhD Student · University of Georgia
I study deep learning for time series, signal processing, and biomedical applications, with a particular interest in systems that connect machine learning research to everyday life.
Modeling sequential, cardiomechanical, biomedical, and signal-rich data.
Advised by Dr. Fei Dou and working across AI, health, and data science.
Building models and benchmarks that make complex data more useful.
Research Interests
My research interests include deep learning applications in time series, signal processing, and biomedical applications. I am especially drawn to practical AI problems involving computer vision, reinforcement learning, health data, and scientific discovery.
Education
University of Georgia · Supervisor: Dr. Fei Dou
University College London
University of Liverpool
Experience
University of Georgia · Supervisor: Dr. Fei Dou
Hong Kong University of Science and Technology · Supervisor: Professor Dit-Yan Yeung
Selected Papers
ADLGen: Synthesizing Symbolic, Event-Triggered Sensor Sequences for Smart-Home Human Activity Modeling
W You, H Jiang, J Li, Z Liu, T Liu, J Lu, F Dou. Proceedings of the 2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems.
Read the paperPeak-R1: Instruction-Tuned Large Language Models for Robust J-Peak Detection in Cardiomechanical Signals
J Li, Y Zhang, Z Zeng, J Chen, X Zhang, J Lu, WZ Song, F Dou. NeurIPS 2025 Workshop on Learning from Time Series for Health.
Read moreAlignment and Safety in Large Language Models: Safety Mechanisms, Training Paradigms, and Emerging Challenges
H Lu, L Fang, R Zhang, et al. arXiv preprint arXiv:2507.19672, 2025.
Read the paperGenbench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models
Z Liu, J Li, S Li, Z Zang, C Tan, Y Huang, Y Bai, SZ Li. arXiv preprint arXiv:2406.01627, 2024.
Read the paperMGTST: Multi-scale and Cross-channel Gated Transformer for Multivariate Long-term Time-series Forecasting
J Li, Z Zhou, DY Yeung. 2024.
Read moreSee Publications for the full list.