Principal Investigator
Prof. Hao Frank Yang
Department of Civil and System Engineering
Johns Hopkins Data Science & AI Institute
Johns Hopkins University
Group Members
Junyue Jiang
PhD student
My research interests include sustainable and efficient computing for machine learning systems, with a focus on energy-efficient decision making for edge AI and hardware–software co-optimization in smart transportation.
Yichen Lin
PhD Student
My research interests focus on Multimodal Large Language Model and human behavior.
Linshen Liu
PhD student
My research interests lie in Efficiency Large Language Model and Edge AI for autonomous driving.
Pu Wang
PhD student
My research interests lie in multimodal large language models and data centric AI.
Guanlin Wu
PhD Student
My research interests lie in Multimodal Large Language Model and Computer Vision.
Yang Zhao
PhD student
My research focuses on enhancing the interpretability, trustworthiness, and robustness of LLMs in domain-specific tasks.
Fan Yang
Visiting PhD Student
My research interests lie in Multimodal Large Language Model and Energy System.
Yushan Li
Master student
My research interests lie in Multimodal Large Language Model and Applied Machine Learning.
Bingjie Liu
Master student
My research interest lies in optimization, quantitative economics, machine learning, and data-driven decision analytics in complex systems.
Guangpeng Wang
Master Student
My research interests lie in foundation models, multimodal learning, computer vision, generative models, and AI agents. I am particularly interested in exploring how visual and structured information can be represented to support understanding, generation, reasoning, and decision-making.
Matthieu Giauque
Undergraduate Student
Matthieu Giauque is an undergraduate student double majoring in Civil Engineering and Philosophy at Johns Hopkins University, where he is also a member of the varsity men's water polo team. His current work explores how large language models can generate evidence-based policy recommendations for traffic policy interventions. Motivated by a broader interest in sustainable infrastructure, he hopes to help build transportation and urban systems that are more efficient and environmentally responsible.
Ziyan Li
Undergraduate Student
My research interests lie in human-centered ML, especially foundation model decision-making and alignment. I am always open to exploring new areas and questions as they come up.
Alumni
Shiyu Pan
Alumni
Now at China Harbour Engineering Company Ltd, Kotka, Finland
Boyan Su
Alumni
Now at China Southern Grid Artificial Intelligence Technology Co., Ltd.
Xianglong Wang
Alumni
Now at Wyze Labs, Inc.
Yifei Xiang
Alumni
Now at Shanghai Jiao Tong University
Yibo Zhao
Alumni
Now UIUC CS PhD