Shiyu Liu

Joined

May 2021

Names

Shiyu Liu (Preferred)

,

SHIYU LIU

,

Shiyu liu

Emails

****@foxmail.com (Confirmed)

Personal Links

Career & Education History

Assistant Professor

Institute of Statistical Interdisciplinary Research, Southwestern University of Finance and Economics, Southwest University of Finance and Economics (swufe.edu.cn)

2024 – 2025

Advisors, Relations & Conflicts

No relations added

Expertise

Federated Learning

Present

Bayesian

Present

Publications

SecP-Tuning: Efficient Privacy-Preserving Prompt Tuning for Large Language Models via MPC
Jinglong Luo, Zhuo Zhang, Yehong Zhang, Shiyu Liu, Ye Dong, Hui Wang, Yue Yu, Xun Zhou, Zenglin Xu
- ICLR 2026 Poster
- Readers: Everyone
On the Power of Adaptive Weighted Aggregation in Heterogeneous Federated Learning and Beyond
Dun Zeng, Zenglin Xu, SHIYU LIU, Yu Pan, Qifan Wang, Xiaoying Tang
- AISTATS 2025 Poster
- Readers: Everyone
Understanding Generalization of Federated Learning: the Trade-off between Model Stability and Optimization
Dun Zeng, Zheshun Wu, Shiyu Liu, Yu Pan, Xiaoying Tang, Zenglin Xu
- CoRR 2024
- Readers: Everyone
Meta-Learning via PAC-Bayesian with Data-Dependent Prior: Generalization Bounds from Local Entropy
Shiyu Liu, Wei Shi, Zenglin Xu, Shaogao Lv, Yehong Zhang, Hui Wang
- IJCAI 2024
- Readers: Everyone
Efficient privacy-preserving Gaussian process via secure multi-party computation
Shiyu Liu, Jinglong Luo, Yehong Zhang, Hui Wang, Yue Yu, Zenglin Xu
- J. Syst. Archit. 2024
- Readers: Everyone
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, Yue Yu, Xun Zhou, Yuan Qi, Zenglin Xu
- CoRR 2024
- Readers: Everyone
Stochastic Clustered Federated Learning
Dun Zeng, Xiangjing Hu, SHIYU LIU, Yue Yu, Hui Wang, Qifan Wang, Zenglin Xu
- Published: 25 Jun 2023, Last Modified: 08 Feb 2026
- FL4Data-Mining Poster
- Readers: Everyone
Stein Variational Gradient Descent with Multiple Kernels
Qingzhong Ai, Shiyu Liu, Lirong He, Zenglin Xu
- Published: 01 Jan 2023, Last Modified: 13 May 2023
- Cogn. Comput. 2023
- Readers: Everyone
ByPE-VAE: Bayesian Pseudocoresets Exemplar VAE
Qingzhong Ai, LIRONG HE, SHIYU LIU, Zenglin Xu
- Published: 09 Nov 2021, Last Modified: 26 May 2025
- NeurIPS 2021 Poster
- Readers: Everyone

Co-Authors