About me

I am an incoming PhD student in Computer Science at UC Irvine, where I am honored to be advised by Prof. Nalini Venkatasubramanian. I have received my Master’s in Computer Science from UC San Diego in 2026, where I worked with Prof. Tajana Šimunić Rosing and mentor Ye Tian in SEELab on IoT and edge AI.

My research interests cover LLMs for understanding multi-modal sensing data, and edge systems for LLMs. My recent research focuses on Efficient training and inference on resource-constrained devices.

Publications

  1. Ye Tian*, Zihao Wang*, Onat Gungor, Xiaoran Fan, Tajana Rosing. LifeAgentBench: A Multi-dimensional Benchmark and Agent for Personal Health Assistants in Digital Health. The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP main), 2026. Project CodePaper PDF *Co-first.

  2. Ye Tian, Xiaoyuan Ren, Zihao Wang, Onat Gungor, Xiaofan Yu, Tajana Rosing.
    DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs.
    22nd IEEE International Conference on Mobile Ad-Hoc and Smart Systems (MASS), 2025. Project WebsitePaper PDF

  3. Ye Tian, Jingyi Zhang, Zihao Wang, Xiaoyuan Ren, Xiaofan Yu, Onat Gungor, Tajana Rosing. KLDrive: Fine-Grained 3D Scene Reasoning for Autonomous Driving based on Knowledge Graph. * *The 41st Annual AAAI Conference on Artificial Intelligence (AAAI), 2026 (under review)