Program
Introduction to FMSys
8:50am - 9:00am
Keynote: Towards AIoT: - Building Generalizable AI Models for IoT Applications
Mo Li (The Hong Kong University of Science and Technology)
9:00am - 10am
Coffee Break
10am - 10:30am
Paper Session 1: Multimodal Foundation Models for CPS-IoT Applications
Session Chair: Xiaomin Ouyang
10:30am - 12pm
CoRAST: Towards Foundation Model-Powered Correlated Data Analysis in Resource-Constrained CPS and IoT
Yi Hu (CMU), Jinhang Zuo (California Institute of Technology & University of Massachusetts Amherst), Alanis Zhao (CMU), Bob Iannucci (Google), Carlee Joe-Wong (CMU)
On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study
Tomoyoshi Kimura, Jinyang Li, Tianshi Wang, Denizhan Kara, Yizhuo Chen, Yigong Hu, Ruijie Wang (UIUC, Maggie Wigness (US Army Research Labs), Shengzhong Liu (Shanghai Jiao Tong University). Mani Srivastava, Suhas Diggavi (UCLA), Tarek Abdelzaher (UIUC)
Sensor2Scene: Foundation Model-driven Interactive Realities
Yunqi Guo(CUHK), Kaiyuan Hou (Columbia University), Zhenyu Yan, Hongkai Chen, Guoliang Xing (CUHK), Xiaofan Jiang (Columbia University)
NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models
Chen Qian, Xiaochang Li (William & Mary), Qineng Wang (Zhejiang University), Gang Zhou, Huajie Shao (William & Mary)
Lunch
12pm - 1:30pm
Paper Session 2: LLM for Human-centric applications
Session Chair: Neiwen Ling
1:30pm - 3pm
HARGPT: Are LLMs Zero-Shot Human Activity Recognizers?
Xinzhe Zheng, Sijie Ji, Chenshu Wu (The University of Hong Kong)
An LLM-Based Digital Twin for Optimizing Human-in-the Loop Systems
Hanqing Yang (CMU), Marie Siew (SUTD), Carlee Joe-Wong (CMU)
VIAssist: Adapting Multi-modal Large Language Models for Users with Visual Impairments
Bufang Yang, Lixing He, Kaiwei Liu, Zhenyu Yan (The Chinese University of Hong Kong)
Exploring Foundation Models in Detecting Concerning Daily Functioning in Psychotherapeutic Context based on Images from Smart Home Devices
Yuang Fan, Jingping Nie (Columbia University), Xinghua Sun (University of Washington), Xiaofan Jiang (Columbia University)
Coffee break
3pm - 3:30pm
Panel Discussion
3:30pm - 4:30pm
Xiaofan (Fred) Jiang (Moderator, Columbia University),
Chenyang Lu (Washington University in St. Louis),
Sayan Mitra (University of Illinois Urbana-Champaign),
Salma Elmalaki (University of California, Irvine),
Shengzhong Liu (Shanghai Jiao Tong University)
Paper Session 3: Survey and BenchMark
Session Chair: Neiwen Ling
4:30pm - 5:10pm
LLM-enabled Cyber-Physical Systems: Survey, Research Opportunities, and Challenges
Weizhe Xu, Mengyu Liu, Fanxin Kong (University of Notre Dame), Oleg Sokolsky, Insup Lee (University of Pennsylvania)
The Rise of Large Language Models in the Medical Field: A Bibliometric Analysis
Wenhao Qi, Shihua Cao, Bin Wang, Danni He, Xiaohong Zhu, Chaoqun Dong, Bingsheng Wang, Yankai Shi, Yanfei Chen (Hangzhou Normal University)
Reception
6pm - 8pm