Publications
Zhenghang Ren, Mingxuan Fan, Zilong Wang, Junxue Zhang, Chaoliang Zeng, Zhicong Huang, Cheng Hong, and Kai Chen. Accelerating secure collaborative machine learning with protocol-aware rdma. In 2024 USENIX Security Symposium (USENIX Security 24). USENIX Association, August 2024. [ bib ]
Zhenghang Ren, Xiaodian Cheng, Mingxuan Fan, Junxue Zhang, and Cheng Hong. Communication efficient secret sharing with dynamic communication-computation conversion. In 2023 IEEE International Conference on Computer Communications. IEEE, May 2023. [ bib ]
Zhenghang Ren, Liu Yang, and Kai Chen. Improving availability of vertical federated learning: Relaxing inference on non-overlapping data. ACM Transactions on Intelligent Systems and Technology, 13(4):1-20, June 2022. [ bib | DOI | http ]
Kaiqiang Xu, Xinchen Wan, Hao Wang, Zhenghang Ren, Xudong Liao, Decang Sun, Chaoliang Zeng, and Kai Chen. Tacc: A full-stack cloud computing infrastructure for machine learning tasks, 2021. [ bib | DOI | http ]
Han Tian, Chaoliang Zeng, Zhenghang Ren, Di Chai, Junxue Zhang, Kai Chen, and Qiang Yang. Sphinx: Enabling privacy-preserving online learning over the cloud. In 2022 IEEE Symposium on Security and Privacy (SP). IEEE, May 2022. [ bib | DOI | http ]
Qiyao Luo, Yilei Wang, Zhenghang Ren, Ke Yi, Kai Chen, and Xiao Wang. Secure machine learning over relational data, 2021. [ bib | DOI | http ]