Keynote Speaker
Dr. Xiaomin Ouyang, Hong Kong University of Science and Technology
Assistant Professor, Department of Computer Science and Engineering, HKUST
Dr. Xiaomin Ouyang leads the Mobile, Intelligent, and Networked System (MINSys) Group at HKUST. Her research focuses on mobile, intelligent, and networked systems, with particular interests in AI-enabled mobile and IoT systems.
Workshop Schedule
Time Window: 13:00 – 16:10
Track 1: 3 Papers
Track 2: 7 Papers
13:00 – 13:05
Opening Remarks
13:05 – 13:45
Keynote
13:45 – 14:41
Session 1 — LLM Agents in the Physical World: Sensing, Generation & Control
Session Chair: TBD
AutoLoC: Zero-Shot Indoor Localization via Knowledge- and Retrieval-Driven LLM Agents
Yize Liu, Xiubin Fan (Beijing Normal-Hong Kong Baptist University);
Zhiqing Hong (The Hong Kong University of Science and Technology (Guangzhou))
IMU2Video: World Model-Enabled Video Generation from IMU Sensors
Qianren Li, Rucheng Wu, Weitao Xu (City University of Hong Kong)
Toward Stateful Generative Environments from Structured Content
Pasindu Bolonghege, Thivya Kandappu (Singapore Management University)
BlinkChat: Blink-Augmented Prompting for Adaptive Human–LLM Interaction
Zhiying Li, Tianxing Li (Michigan State University)
AgriPilot: Disagreement-Aware Multi-Agent Governance for Robust Greenhouse Control
Mingda Han, Tongda Wang, Yingzhen Xu, Yinan Zhao, Haozhe Zhang, Jinyao Liu (Shandong University);
Pengfei Hu (Quan Cheng Laboratory, Shandong University)
14:41 – 15:00
Coffee Break
15:00 – 15:58
Session 2 — Mobile Agent Systems: Memory, Efficiency & Security
Session Chair: TBD
Benchmarking Memory Architectures for Mobile Agents in Short-Term and Long-Term Applications
Liyu Zhang (HKUST);
Huanqi Yang (City University of Hong Kong);
Xiaomin Ouyang (HKUST)
Energy-Efficient Small Language Model Inference for Mobile Agents via DVFS
Jiesong Chen, Lixiang Han, Jiani Cao, Zhenjiang Li (City University of Hong Kong)
Automating Model Deployment on Mobile Devices
Leming Shen — (The Hong Kong Polytechnic University);
Qiang Yang — University of Cambridge;
Xinyu Huang, Zijing Ma, Yuanqing Zheng (The Hong Kong Polytechnic University);
Chris Xiaoxuan Lu (University College London)
SemantiGuard: Intent-Aware Malicious Code Detection for IoT Agent Systems
Shangru Zhao (University of Chinese Academy of Sciences);
Yuxue Wu (Yanshan University);
Yuqing Zhang (University of Chinese Academy of Sciences)
CloudClaw: A Recoverable Execution Substrate for Multi-Tenant LLM Agents
Jinyao Liu, Si Wu, Mingda Han (Shandong University);
Tianxing Li (Jilin University);
Shuai Bai, Chaoqun Li, Shaowei Li (Shandong University);
Pengfei Hu (Quan Cheng Laboratory, Shandong University)
15:58 – 16:10
Closing Discussion & Best Paper Recognition
Timing Conventions
Track 1
Extended Abstracts, 1–2 pages
8 min talk + 2 min Q&A
Track 2
Short / Position Papers, ≤ 6 pages
10 min talk + 2 min Q&A
Keynote
Invited keynote presentation
35 min talk + 5 min Q&A