EdgeFM: Leveraging Foundation Model for Open-set Learning on the Edge

no code implementations • 18 Nov 2023 • Bufang Yang, Lixing He, Neiwen Ling, Zhenyu Yan, Guoliang Xing, Xian Shuai, Xiaozhe Ren, Xin Jiang

We implement EdgeFM using two FMs on two edge platforms.

Open Set Learning

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

no code implementations • 23 Oct 2023 • 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, Guoliang Xing

ADMarker features a novel three-stage multi-modal federated learning architecture that can accurately detect digital biomarkers in a privacy-preserving manner.

Federated Learning Privacy Preserving

Interpersonal Distance Tracking with mmWave Radar and IMUs

no code implementations • 28 Feb 2023 • Yimin Dai, Xian Shuai, Rui Tan, Guoliang Xing

This paper presents ImmTrack, a system that uses a millimeter wave radar and exploits the inertial measurement data from user-carried smartphones or wearables to track interpersonal distances.

Management

Moses: Efficient Exploitation of Cross-device Transferable Features for Tensor Program Optimization

no code implementations • 15 Jan 2022 • Zhihe Zhao, Xian Shuai, Yang Bai, Neiwen Ling, Nan Guan, Zhenyu Yan, Guoliang Xing

Achieving efficient execution of machine learning models has attracted significant attention recently.

Domain Adaptation