Peer Reviewed Conference Article
* denotes the equal contributions, † denotes the corresponding author
DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge
Bufang Yang*, Siyang Jiang*, Lilin Xu, Kaiwei Liu, Hai Li, Guoliang Xing, HongKai Chem, Xiaofan Jiang, Zhenyu Yan
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (ACM IMWUT/UbiComp 2025)
Model-Heterogeneous Federated Learning for Internet of Things: Enabling Technologies and Future Directions.
Boyu Fan, Siyang Jiang, Xiang Su, Pan Hui.
IEEE International Conference on Big Data (IEEE BigData 2024)
ArtFL:Exploiting Data Resolution in Federated Learning for Dynamic Runtime Inference via Multi-Scale Training
Siyang Jiang*, Xian Shuai*, Guoliang Xing
ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN 2024), Accept rate: 21.50%, 20 out of 93.
PGADA:Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift
Siyang Jiang, Wei Ding, Hsi-Wen Chen, Ming-Syan Chen
26th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD, 2022). Accept rate: 19.30%, 121 out of 627.
Peer Reviewed Journal Article
Efficiency Optimization Techniques in Privacy-Preserving Federated Learning with Homomorphic Encryption: A Brief Survey
Qipeng Xie, Siyang Jiang, Linshan Jiang, Yongzhi Huang, Zhihe Zhao, Salabat Khan, Wangchen Dai, Zhe Liu, Kaishun Wu
IEEE Internet of Things Journal (IEEE IoT-J 2024, CAS Q1, JCR Q1, IF = 10.6).
Pairwise learning problems with regularization networks and Nyström subsampling approach
Cheng Wang, Ting Hu, Siyang Jiang
Neural Networks (NN 2023, CAS Q1, JCR Q1, IF=9.657)
Peer Reviewed Poster and Demo Article
Demo: CaringFM: An Interactive In-home Healthcare System Empowered by Large Foundation Models
Haiyang Wu, Kaiwei Liu, Siyang Jiang, Zhihe Zhao, Zhenyu Yan, Guoliang Xing
In Proceedings of IEEE/ACM IPSN 2024.
Poster: Threshold Cryptography-based Authentication Protocol for Remote Healthcare
Qipeng Xie, Zhihe Zhao, Linshan Jiang, Siyang Jiang, Salabat Khan, Kaishun Wu, Weizheng Wang
In Proceedings of IEEE/ACM IPSN 2024.
Poster: CNN-guardian: Secure Neural Network Inference Acceleration on Edge GPU.
Qipeng Xie, Hao Yang, Linshan Jiang, Zhihe Zhao, Siyang Jiang, Shiyu Shen, Salabat Khan,Zhe Liu, Kaishun Wu.
In Proceedings of ACM Sensys 2023.
Preprints (Not Peer Reviewed)
XNET: A RealTime Unified Secure Inference Framework Using Homomorphic Encryption.
Hao Yang, Shiyu Shen,Siyang Jiang, Lu Zhou, Wangchen Dai, Yunlei Zhao.
Cryptology ePrint Archive.