Efficient Threshold Function Secret Sharing With Information-Theoretic Security. - Jinglong Luo; Liang Feng Zhang; Fuchun Lin; Changlu Lin (IEEE Access, 2020)

Practical privacy-preserving Gaussian process regression via secret sharing. - Jinglong Luo; Yehong Zhang; Jiaqi Zhang; Shuang Qin; Hui Wang 013; Yue Yu 001; Zenglin Xu (UAI, 2023)

A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness and Privacy. - Yifei Zhang; Dun Zeng; Jinglong Luo; Zenglin Xu; Irwin King (WWW (Companion Volume), 2023)

Privacy in Large Language Models: Attacks, Defenses and Future Directions. - Haoran Li 003; Yulin Chen; Jinglong Luo; Yan Kang 001; Xiaojin Zhang 002; Qi Hu; Chunkit Chan; Yangqiu Song (CoRR, 2023)

SecFormer: Fast and Accurate Privacy-Preserving Inference for Transformer Models via SMPC. - Jinglong Luo; Yehong Zhang; Zhuo Zhang 007; Jiaqi Zhang; Xin Mu; Hui Wang 013; Yue Yu 001; Zenglin Xu (ACL (Findings), 2024)

SecFormer: Towards Fast and Accurate Privacy-Preserving Inference for Large Language Models. - Jinglong Luo; Yehong Zhang; Jiaqi Zhang; Xin Mu; Hui Wang 013; Yue Yu 001; Zenglin Xu (CoRR, 2024)

Efficient privacy-preserving Gaussian process via secure multi-party computation. - Shiyu Liu; Jinglong Luo; Yehong Zhang; Hui Wang 013; Yue Yu 001; Zenglin Xu (J. Syst. Archit., 2024)

A Survey of Trustworthy Federated Learning: Issues, Solutions, and Challenges. - Yifei Zhang; Dun Zeng; Jinglong Luo; Xinyu Fu 004; Guanzhong Chen; Zenglin Xu; Irwin King (ACM Trans. Intell. Syst. Technol., 2024)

CENTAUR: Bridging the Impossible Trinity of Privacy, Efficiency, and Performance in Privacy-Preserving Transformer Inference. - Jinglong Luo; Guanzhong Chen; Yehong Zhang; Shiyu Liu; Hui Wang 013; Yue Yu 001; Xun Zhou 001; Yuan Qi 001; Zenglin Xu (ACL (1), 2025)

Vulnerabilities in SVHFL: Toward Secure and Verifiable Hybrid Federated Learning. - Fucai Luo; Jiahui Wu 001; Jinglong Luo (IEEE Trans. Inf. Forensics Secur., 2025)

SecFwT: Efficient Privacy-Preserving Fine-Tuning of Large Language Models Using Forward-Only Passes. - Jinglong Luo; Zhuo Zhang 007; Yehong Zhang; Shiyu Liu; Ye Dong; Xun Zhou 001; Hui Wang 013; Yue Yu 001; Zenglin Xu (CoRR, 2025)