百晓学者学者目录

孙梦姝

博士生导师、硕士生导师，北京工业大学

精选作品

期刊论文

2025

Mobile-3DCNN: An Acceleration Framework for Ultra-Real-Time Execution of Large 3D CNNs on Mobile Devices

Wei Niu, Mengshu Sun, Zhen-Gang Li, Jou-An Chen, Jiexiong Guan, Xipeng Shen, Jun Liu, Mei Zhang, Yan-Zhi Wang, Xue Lin, Bin Ren

ACM Transactions on Architecture and Code Optimization (TACO)

DOI

2024

Quasar-ViT: Hardware-Oriented Quantization-Aware Architecture Search for Vision Transformers

Zhengang Li, Alec Lu, Yanyue Xie, Zhenglun Kong, Mengshu Sun, Hao Tang, Zhong Jia Xue, Peiyan Dong, Caiwen Ding, Yanzhi Wang, Xue Lin, Zhenman Fang

ACM International Conference on Supercomputing (ICS)

DOI

2024

Hardware-Friendly 3-D CNN Acceleration With Balanced Kernel Group Sparsity

Mengshu Sun, Kaidi Xu, Xue Lin, Yongli Hu, Baocai Yin

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems

DOI

2023

ESRU: Extremely Low-Bit and Hardware-Efficient Stochastic Rounding Unit Design for Low-Bit DNN Training

Sung-En Chang, Geng Yuan, Alec Lu, Mengshu Sun, Yan-Yu Li, Xiao-Long Ma, Z. Li, Yan-Yue Xie, Minghai Qin, Xue Lin, Zhenman Fang, Yanzhi Wang

Design, Automation and Test in Europe

DOI

2022

Late Breaking Results: Hardware-Efficient Stochastic Rounding Unit Design for DNN Training

Sung-En Chang, Geng Yuan, Alec Lu, Mengshu Sun, Yan-Yu Li, Xiao-Long Ma, Z. Li, Yan-Yue Xie, Minghai Qin, Xue Lin, Zhenman Fang, Yanzhi Wang

Design Automation Conference

DOI

2021

SPViT: Enabling Faster Vision Transformers via Soft Token Pruning

Zhenglun Kong, Pei-Yan Dong, Xiao-Long Ma, Xin Meng, Wei Niu, Mengshu Sun, Bin Ren, Minghai Qin, Hao Tang, Yanzhi Wang

arXiv.org

2021

Work in Progress: Mobile or FPGA? A Comprehensive Evaluation on Energy Efficiency and a Unified Optimization Framework

Geng Yuan, Pei-Yan Dong, Mengshu Sun, Wei Niu, Zhen-Gang Li, Yuxuan Cai, Jun Liu, Wei-Wen Jiang, Xue Lin, Bin Ren, Xu-Long Tang, Yan-Zhi Wang

IEEE Real Time Technology and Applications Symposium

DOI

Deep learning acceleration on edge devices with algorithm/hardware co-design

Mengshu Sun

DOI

研究方向

深度学习模型压缩卷积神经网络与Transformer的量化、剪枝及硬件加速

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