Efficient AI

FlexHE: A flexible Kernel Generation Framework for Homomorphic Encryption-Based Private Inference
Jiangrui Yu, Wenxuan Zeng, Tianshi Xu, Renze Chen, Yun (Eric) Liang, Runsheng Wang, Ru Huang, 李萌
HG-PIPE: Vision Transformer Acceleration with Hybrid-Grained Pipeline
Qingyu Guo, Jiayong Wan, Songqiang Xu, 李萌, Yuan Wang
MCUBERT: Memory-Efficient BERT Inference on Commodity Microcontrollers
Zebin Yang, Renze Chen, Taiqiang Wu, Ngai Wong, Yun (Eric) Liang, Runsheng Wang, Ru Huang, 李萌
OSCA: End-to-end Serial Stochastic Computing Neural Acceleration with Fine-grained Scaling and Piecewise Activation
Yixuan Hu, Yikang Jia, 李萌, Yuan Wang, Runsheng Wang, Ru Huang
PrivQuant: Communication-Efficient Private Inference with Quantized Network/Protocol Co-Optimization
Tianshi Xu, Shuzhang Zhong, Wenxuan Zeng, Runsheng Wang, 李萌
ProPD: Dynamic Token Tree Pruning and Generation for LLM Parallel Decoding
Shuzhang Zhong, Zebin Yang, Ruihao Gong, Runsheng Wang, Ru Huang, 李萌
CASCADE: A Framework for CNN Accelerator Synthesis with Concatenation and Refreshing Dataflow
Qingyu Guo, Haoyang Luo, 李萌, Xiyuan Tang, Yuan Wang
MoteNN: Memory Optimization via Fine-grained Scheduling for Deep Neural Networks on Tiny Devices
Renze Chen, Zijian Ding, Size Zheng, 李萌, Yun (Eric) Liang
ASCEND: Accurate yet Efficient End-to-End Stochastic Computing Acceleration of Vision Transformer
Tong Xie, Yixuan Hu, Renjie Wei, 李萌, Runsheng Wang, Yuan Wang, Ru Huang
Enhancing 3D Detection Through Feature Aligned Deep Fusion
Lemeng Wu, Dilin Wang, 李萌, Yunyang Xiong, Raghuraman Krishnamoorthi, Qiang Liu, Vikas Chandra
var dimensionValue = 'SOME_DIMENSION_VALUE'; ga('set', 'dimension1', dimensionValue);