Publication

2025

1. 

   SHADE-AD: An LLM-Based Framework for Synthesizing Activity Data of Alzheimer’s Patients

   Heming Fu, Hongkai Chen, Shan Lin, and Guoliang Xing

   In The 23rd ACM Conference on Embedded Networked Sensor Systems(SenSys), 2025

   Bib

   @inproceedings{sensys2025shadead,
     title = {SHADE-AD: An LLM-Based Framework for Synthesizing Activity Data of Alzheimer’s Patients},
     booktitle = {The 23rd ACM Conference on Embedded Networked Sensor Systems(SenSys)},
     author = {Fu, Heming and Chen, Hongkai and Lin, Shan and Xing, Guoliang},
     year = {2025},
   }

2024

1. 

   Improving On-Device LLMs’ Sensory Understanding with Embedding Interpolations

   Kaiyuan Hou, Yunqi Guo, Heming Fu, Hongkai Chen, Zhenyu Yan, Guoliang Xing, and Xiaofan Jiang

   In The 30th Annual International Conference on Mobile Computing and Networking (MobiCom), 2024

   Bib HTML PDF

   @inproceedings{mobicom2024embedding,
     title = {Improving On-Device LLMs' Sensory Understanding with Embedding Interpolations},
     booktitle = {The 30th Annual International Conference on Mobile Computing and Networking (MobiCom)},
     author = {Hou, Kaiyuan and Guo, Yunqi and Fu, Heming and Chen, Hongkai and Yan, Zhenyu and Xing, Guoliang and Jiang, Xiaofan},
     year = {2024},
   }

2. 

   Demo Abstract: AD-CLIP: Privacy-Preserving, Low-Cost Synthetic Human Action Dataset for Alzheimer’s Patients via CLIP-based Models

   Heming Fu, Hongkai Chen, and Guoliang Xing

   In The 23rd ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), 2024

   IPSN ’24 Best Demo Award

   Bib HTML PDF

   @inproceedings{ipsn2024adclip,
     title = {Demo Abstract: AD-CLIP: Privacy-Preserving, Low-Cost Synthetic Human Action Dataset for Alzheimer’s Patients via CLIP-based Models},
     booktitle = {The 23rd ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN)},
     author = {Fu, Heming and Chen, Hongkai and Xing, Guoliang},
     year = {2024},
     note = {IPSN '24 Best Demo Award}
   }

3. 

   ADMarker: A Multi-Modal Federated Learning System for Monitoring Digital Biomarkers of Alzheimer’s Disease

   Xiaomin Ouyang, Xian Shuai, Yang Li, Li Pan, Xifan Zhang, Heming Fu, Sitong Cheng, Xinyan Wang, Shihua Cao, Jiang Xin, Hazel Mok, Zhenyu Yan, Doris Sau Fung Yu, Timothy Kwok, and Guoliang Xing

   In The 30th Annual International Conference on Mobile Computing and Networking(MobiCom), 2024

   Bib HTML PDF

   @inproceedings{mobicom2024admarker,
     title = {ADMarker: A Multi-Modal Federated Learning System for Monitoring Digital Biomarkers of Alzheimer’s Disease},
     booktitle = {The 30th Annual International Conference on Mobile Computing and Networking(MobiCom)},
     author = {Ouyang, Xiaomin and Shuai, Xian and Li, Yang and Pan, Li and Zhang, Xifan and Fu, Heming and Cheng, Sitong and Wang, Xinyan and Cao, Shihua and Xin, Jiang and Mok, Hazel and Yan, Zhenyu and Yu, Doris Sau Fung and Kwok, Timothy and Xing, Guoliang},
     year = {2024},
   }

2023

1. 

   Harmony: Heterogeneous Multi-Modal Federated Learning through Disentangled Model Training

   Xiaomin Ouyang, Zhiyuan Xie, Heming Fu, Sitong Cheng, Neiwen Ling, Guoliang Xing, Jiayu Zhou, and Jianwei Huang

   In The 21st Annual International Conference on Mobile Systems, Applications, and Services(MobiSys), 2023

   Bib HTML PDF

   @inproceedings{mobisys2023harmony,
     title = {Harmony: Heterogeneous Multi-Modal Federated Learning through Disentangled Model Training},
     booktitle = {The 21st Annual International Conference on Mobile Systems, Applications, and Services(MobiSys)},
     author = {Ouyang, Xiaomin and Xie, Zhiyuan and Fu, Heming and Cheng, Sitong and Ling, Neiwen and Xing, Guoliang and Zhou, Jiayu and Huang, Jianwei},
     year = {2023},
   }

2022

1. 

   An Indoor Smart Traffic Dataset and Data Collection System: Dataset

   Neiwen Ling, Yuze He, Nan Guan, Heming Fu, and Guoliang Xing

   In The 20th ACM Conference on Embedded Networked Sensor Systems(SenSys), 2022

   Bib HTML PDF

   @inproceedings{sensys2022dataindoor,
     title = {An Indoor Smart Traffic Dataset and Data Collection System: Dataset},
     booktitle = {The 20th ACM Conference on Embedded Networked Sensor Systems(SenSys)},
     author = {Ling, Neiwen and He, Yuze and Guan, Nan and Fu, Heming and Xing, Guoliang},
     year = {2022},
   }