Jiawen Gu (ι‘Ύεζ±Ά)
M.S. Student in Computer Science
Shanghai Normal University
About Me
I am a Master's student at Shanghai Normal University, focusing on developing robust and generalizable machine learning systems for ubiquitous sensing and wearable technology. My research centers on Domain Generalization (DG) and Human Activity Recognition (HAR).
Research Interests
- π€ LLM-Driven Multimodal Sensing Agents: Exploring the synergy between large language models and multimodal sensor data to build context-aware agents
- π Adaptive Continual Learning for HAR: Designing algorithms that enable models to incrementally learn new user behaviors without catastrophic forgetting
- π― Domain Generalization: Enhancing cross-user HAR accuracy through meta-learning and feature disentanglement
Selected Publications
ICME 2026 (Accepted)
Generalizable Sensor-Based Human Activity Recognition via Seasonal Style Projection and Trend Feature Disentanglement
Jianguo Pan, Jiawen Gu, Shunye Wang, Yewei Zhou, Peichi Zhou, Yuan Yang*
See Publications for full list.
Notes
- Transfer Learning - Fine-tuning, Multitask Learning, Domain-adversarial training
- GraphRAG - Graph-based Retrieval-Augmented Generation
- LightRAG - Lightweight RAG implementation
See Notes for more.
Contact
π§ Email: 1006893541@qq.com
π Shanghai, China