Private AI

PrivQuant: Communication-Efficient Private Inference with Quantized Network/Protocol Co-Optimization
Tianshi Xu, Shuzhang Zhong, Wenxuan Zeng, Runsheng Wang, 李萌
论文
FastQuery: Communication-efficient Embedding Table Query for Private LLMs inference
Chenqi Lin, Tianshi Xu, Zebin Yang, 李萌, Runsheng Wang, Ru Huang
论文
CoPriv: Network/Protocol Co-Optimization for Communication-Efficient Private Inference
A network–protocol co-optimization framework for reducing the communication overhead of secure private inference.
Wenxuan Zeng, 李萌, Haichuan Yang, Wen-Jie Lu, Runsheng Wang, Ru Huang
论文
Falcon: Accelerating Homomorphically Encrypted Convolutions for Efficient Private Mobile Network Inference
Tianshi Xu, 李萌, Runsheng Wang, Ru Huang
论文
MPCViT: Searching for Accurate and Efficient MPC-Friendly Vision Transformer with Heterogeneous Attention
Wenxuan Zeng, 李萌, Wenjie Xiong, Tong Tong, Wen-Jie Lu, Jin Tan, Runsheng Wang, Ru Huang
论文