About me
Welcome to my personal website! I am currently a Ph.D. student in the Department of Electrical and Computer Engineering at the University of Maryland (UMD). I have had the privilege of working in the CASE Lab under the guidance of Professor Ang Li. My research interests include Federated Learning, Large Language Models, and AI for medicine.
Contact me: yexiaohe@umd.edu
News
09/25/2024: Our paper "SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning" has been accepted by Neurips 2024!
09/25/2024: Our paper "Flora: Federated fine-tuning large language models with heterogeneous low-rank adaptations" has been accepted by Neurips 2024!
09/25/2024: Our paper "Model-GLUE: Democratized LLM Scaling for A Large Model Zoo in the Wild" has been accepted by Neurips 2024!
08/21/2023: Embarking on My Ph.D. Journey at UMD.
Publications
SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning
Yexiao He, Ziyao Wang, Zheyu Shen, Guoheng Sun, Yucong Dai, Yongkai Wu, Hongyi Wang, Ang Li
Neurips 2024
Flora: Federated fine-tuning large language models with heterogeneous low-rank adaptations
Ziyao Wang, Zheyu Shen, Yexiao He, Guoheng Sun, Hongyi Wang, Lingjuan Lyu, Ang Li
Neurips 2024
Model-GLUE: Democratized LLM Scaling for A Large Model Zoo in the Wild
Xinyu Zhao, Guoheng Sun, Ruisi Cai, Yukun Zhou, Pingzhi Li, Peihao Wang, Bowen Tan, Yexiao He, Li Chen, Yi Liang, Beidi Chen, Binhang Yuan, Hongyi Wang, Ang Li, Zhangyang Wang, Tianlong Chen
Neurips 2024
Chronos: Accelerating Federated Learning With Resource Aware Training Volume Tuning at Network Edges
Yutao Liu, Xiaoning Zhang, Yangming Zhao, Yexiao He, Shui Yu, Kainan Zhu
IEEE Transactions on Vehicular Technology 2023
An incentive mechanism for cross-silo federated learning to maximize social welfare
Yexiao He, Xiaoning Zhang, Yangming Zhao
In revision
Joint optimization of Service Chain Graph Design and Mapping in NFV-enabled networks
Yexiao He, Xiaoning Zhang, Zixiang Xia, Yutao Liu, Keshav Sood, Shui Yu
Computer Networks 2022
Dynamic relay node selection and routing for cloud-native Software Defined WANs
Chenyu Fan, Xiaoning Zhang, Yangming Zhao, Yexiao He, Yi Yang
Computer Networks 2022
