MPCache: MPC-Friendly KV Cache Eviction for Efficient Private Large Language Model Inference
Authors: Wenxuan Zeng, Ye Dong, Jinjin Zhou, Junming Ma, Jin Tan, Runsheng Wang, Meng Li | Published: 2025-01-12
MPC Algorithm
EVA-S2PLoR: A Secure Element-wise Multiplication Meets Logistic Regression on Heterogeneous Database
Authors: Tianle Tao, Shizhao Peng, Tianyu Mei, Shoumo Li, Haogang Zhu | Published: 2025-01-09 | Updated: 2025-01-13
MPC-Minimized Secure LLM Inference
Authors: Deevashwer Rathee, Dacheng Li, Ion Stoica, Hao Zhang, Raluca Popa | Published: 2024-08-07
Bicoptor 2.0: Addressing Challenges in Probabilistic Truncation for Enhanced Privacy-Preserving Machine Learning
Authors: Lijing Zhou, Qingrui Song, Su Zhang, Ziyu Wang, Xianggui Wang, Yong Li | Published: 2023-09-10 | Updated: 2024-03-06
Compact: Approximating Complex Activation Functions for Secure Computation
Authors: Mazharul Islam, Sunpreet S. Arora, Rahul Chatterjee, Peter Rindal, Maliheh Shirvanian | Published: 2023-09-09 | Updated: 2024-03-17
AutoReP: Automatic ReLU Replacement for Fast Private Network Inference
Authors: Hongwu Peng, Shaoyi Huang, Tong Zhou, Yukui Luo, Chenghong Wang, Zigeng Wang, Jiahui Zhao, Xi Xie, Ang Li, Tony Geng, Kaleel Mahmood, Wujie Wen, Xiaolin Xu, Caiwen Ding | Published: 2023-08-20
VERTICES: Efficient Two-Party Vertical Federated Linear Model with TTP-aided Secret Sharing
Authors: Mingxuan Fan, Yilun Jin, Liu Yang, Zhenghang Ren, Kai Chen | Published: 2023-06-28
Differentially Private Selection from Secure Distributed Computing
Authors: Ivan Damgård, Hannah Keller, Boel Nelson, Claudio Orlandi, Rasmus Pagh | Published: 2023-06-07 | Updated: 2023-06-08
A Privacy-Preserving Federated Learning Approach for Kernel methods
Authors: Anika Hannemann, Ali Burak Ünal, Arjhun Swaminathan, Erik Buchmann, Mete Akgün | Published: 2023-06-05
Secure Byzantine-Robust Machine Learning
Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2020-06-08 | Updated: 2020-10-18