| 2025 | ICPADS | CGAN-Based High-Performance Privacy-Enhanced Federated Learning. | Xinglong Wei, Yuhao Zhao, Qingyuan Meng, Siguang Chen |
| 2023 | CSCWD | Dynamic Privacy-Enhanced Federated Learning Algorithm Based on Gradients Perturbation. | Yuhao Zhao, Siguang Chen |
| 2023 | GLOBECOM | FedAC: Satellite-Terrestrial Collaborative Federated Learning with Alternating Contrastive Training. | Congying Duan, Qun Li, Siguang Chen |
| 2023 | GLOBECOM | Robust Federated Learning with Parameter Classification and Weighted Aggregation Against Noisy Labels. | Qun Li, Congying Duan, Siguang Chen |
| 2023 | WCNC | Efficient Privacy-Preserving Federated Learning Against Inference Attacks for IoT. | Yifeng Miao, Siguang Chen |
| 2023 | WCNC | Discrepancy-Aware Federated Learning for Non-IID Data. | Jianhua Shen, Siguang Chen |
| 2022 | GLOBECOM | Double Perturbation-Based Privacy-Preserving Federated Learning against Inference Attack. | Yongqi Jiang, Yanhang Shi, Siguang Chen |
| 2021 | GLOBECOM | Contrastive Learning Based Intelligent Skin Lesion Diagnosis in Edge Computing Networks. | Yanhang Shi, Congying Duan, Siguang Chen |
| 2019 | ICCCN | DUE Distribution and Pairing in D2D Communication. | Weifeng Lu, Xiaoqiang Ren, Jia Xu, Siguang Chen, Lijun Yang, Jian Xu |
| 2019 | IPCCC | Energy and Delay Co-aware Computation Offloading with Deep Learning in Fog Computing Networks. | Xi Zhu, Siguang Chen, Songle Chen, Geng Yang |
| 2018 | GLOBECOM | Fog Computing Assisted Efficient Privacy Preserving Data Collection for Big Sensory Data. | Siguang Chen, Xi Zhu, Xuejian Zhao, Haijun Zhang, Kun Wang, Geng Yang |
| 2018 | ICCCN | Cluster-Aware Kronecker Supported Data Collection for Sensory Data. | Siguang Chen, Zhihao Wang, Kewei Sha |
| 2018 | ICCCN | Layered Compression Scheme for Efficient Data Collection of Sensory Data. | Siguang Chen, Shujun Zhang, Bin Xu, Jing Hu, Vijayakumar Varadarajan |
| 2017 | GLOBECOM | Promoting Security and Efficiency in D2D Underlay Communication: A Bargaining Game Approach. | Qihua Zhou, Weifeng Lu, Siguang Chen, Lijun Yang, Kun Wang |
| 2016 | ICCCN | DCT-Based Adaptive Data Compression in Wireless Sensor Networks. | Siguang Chen, Jincheng Liu, Meng Wu, Zhixin Sun |
| 2015 | ICCCN | Clustered Spatio-Temporal Compression Design for Wireless Sensor Networks. | Siguang Chen, Chuanxin Zhao, Meng Wu, Zhixin Sun, Jian Jin |
| 2012 | TrustCom | Network Coding-Based Mutual Anonymity Communication Protocol for Mobile P2P Networks. | Zhi-yuan Li, Liangmin Wang, Siguang Chen |
| 2010 | CSCWD | Game theoretic approach in multipath routing for tradeoff between routing security and performance. | Siguang Chen, Meng Wu |