Shulin Zeng

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 30

Top Topics

Neural Architecture

Convolutional Neural Networks

Approximate Nearest Neighbor Search

Top Venues

Publications

Shulin Zeng, Jun Liu, Guohao Dai, Xinhao Yang, Tianyu Fu, Hongyi Wang, Wenheng Ma, Hanbo Sun, Shiyao Li, Zixiao Huang, Yadong Dai, Jintao Li, Zehao Wang, Ruoyu Zhang, Kairui Wen, Xuefei Ning, Yu Wang
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs. CoRR (2024)
Shulin Zeng, Jun Liu, Guohao Dai, Xinhao Yang, Tianyu Fu, Hongyi Wang, Wenheng Ma, Hanbo Sun, Shiyao Li, Zixiao Huang, Yadong Dai, Jintao Li, Zehao Wang, Ruoyu Zhang, Kairui Wen, Xuefei Ning, Yu Wang
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs. FPGA (2024)
Kai Zhong, Zhenhua Zhu, Guohao Dai, Hongyi Wang, Xinhao Yang, Haoyu Zhang, Jin Si, Qiuli Mao, Shulin Zeng, Ke Hong, Genghan Zhang, Huazhong Yang, Yu Wang
FEASTA: A Flexible and Efficient Accelerator for Sparse Tensor Algebra in Machine Learning. ASPLOS (3) (2024)
Kai Zhong, Shulin Zeng, Wentao Hou, Guohao Dai, Zhenhua Zhu, Xuecang Zhang, Shihai Xiao, Huazhong Yang, Yu Wang
CoGNN: An Algorithm-Hardware Co-Design Approach to Accelerate GNN Inference With Minibatch Sampling. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (12) (2023)
Shulin Zeng, Zhenhua Zhu, Jun Liu, Haoyu Zhang, Guohao Dai, Zixuan Zhou, Shuangchen Li, Xuefei Ning, Yuan Xie, Huazhong Yang, Yu Wang
DF-GAS: a Distributed FPGA-as-a-Service Architecture towards Billion-Scale Graph-based Approximate Nearest Neighbor Search. MICRO (2023)
Shulin Zeng, Guohao Dai, Niansong Zhang, Xinhao Yang, Haoyu Zhang, Zhenhua Zhu, Huazhong Yang, Yu Wang
Serving Multi-DNN Workloads on FPGAs: A Coordinated Architecture, Scheduling, and Mapping Perspective. IEEE Trans. Computers 72 (5) (2023)
Xinhao Yang, Tianyu Fu, Guohao Dai, Shulin Zeng, Kai Zhong, Ke Hong, Yu Wang
An Efficient Accelerator for Point-based and Voxel-based Point Cloud Neural Networks. DAC (2023)
Wentao Hou, Kai Zhong, Shulin Zeng, Guohao Dai, Huazhong Yang, Yu Wang
NTGAT: A Graph Attention Network Accelerator with Runtime Node Tailoring. ASP-DAC (2023)
Zhenhua Zhu, Jun Liu, Guohao Dai, Shulin Zeng, Bing Li, Huazhong Yang, Yu Wang
Processing-In-Hierarchical-Memory Architecture for Billion-Scale Approximate Nearest Neighbor Search. DAC (2023)
Yu Wang, Shulin Zeng, Kaiyuan Guo, Xuefei Ning, Yali Zhao, Zhongyuan Qiu, Changcheng Tang, Shuang Liang, Huazhong Yang
Efficient Autonomous Driving System Design: From Software to Hardware. ISVLSI (2022)
Zhen Gao, Han Zhang, Yi Yao, Jiajun Xiao, Shulin Zeng, Guangjun Ge, Yu Wang, Anees Ullah, Pedro Reviriego
Soft Error Tolerant Convolutional Neural Networks on FPGAs With Ensemble Learning. IEEE Trans. Very Large Scale Integr. Syst. 30 (3) (2022)
Shulin Zeng, Guohao Dai, Hanbo Sun, Jun Liu, Shiyao Li, Guangjun Ge, Kai Zhong, Kaiyuan Guo, Yu Wang, Huazhong Yang
A Unified FPGA Virtualization Framework for General-Purpose Deep Neural Networks in the Cloud. ACM Trans. Reconfigurable Technol. Syst. 15 (3) (2022)
Kai Zhong, Xuefei Ning, Guohao Dai, Zhenhua Zhu, Tianchen Zhao, Shulin Zeng, Yu Wang, Huazhong Yang
Exploring the Potential of Low-Bit Training of Convolutional Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (12) (2022)
Jincheng Yu, Zhilin Xu, Shulin Zeng, Chao Yu, Jiantao Qiu, Zhaoyang Shen, Yuanfan Xu, Guohao Dai, Yu Wang, Huazhong Yang
INCAME: Interruptible CNN Accelerator for Multirobot Exploration. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41 (4) (2022)
Shulin Zeng, Guohao Dai, Hanbo Sun, Jun Liu, Hongren Zheng, Yusong Wu, Fan Zhang, Xinhao Yang, Yi Cai, Yu Wang, Huazhong Yang
3M-AI: A Multi-task and Multi-core Virtualization Framework for Multi-FPGA AI Systems in the Cloud. FPGA (2021)
Shuang Liang, Changcheng Tang, Xuefei Ning, Shulin Zeng, Jincheng Yu, Yu Wang, Kaiyuan Guo, Diange Yang, Tianyi Lu, Huazhong Yang
Efficient Computing Platform Design for Autonomous Driving Systems. ASP-DAC (2021)
Zhen Gao, Han Zhang, Xiaohui Wei, Jiajun Xiao, Shulin Zeng, Guangjun Ge, Yu Wang, Pedro Reviriego
Ensemble of Pruned Networks for Reliable Classifiers. AICAS (2021)
Hanbo Sun, Zhenhua Zhu, Yi Cai, Shulin Zeng, Kaizhong Qiu, Yu Wang, Huazhong Yang
Reliability-Aware Training and Performance Modeling for Processing-In-Memory Systems. ASP-DAC (2021)
Shaoxia Fang, Shulin Zeng, Yu Wang
Optimizing CNN Accelerator With Improved Roofline Model. SoCC (2020)
Jincheng Yu, Zhilin Xu, Shulin Zeng, Chao Yu, Jiantao Qiu, Chaoyang Shen, Yuanfan Xu, Guohao Dai, Yu Wang, Huazhong Yang
INCA: INterruptible CNN Accelerator for Multi-tasking in Embedded Robots. DAC (2020)
Shulin Zeng, Guohao Dai, Hanbo Sun, Kai Zhong, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang
Enabling Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud. FCCM (2020)
Kai Zhong, Tianchen Zhao, Xuefei Ning, Shulin Zeng, Kaiyuan Guo, Yu Wang, Huazhong Yang
Towards Lower Bit Multiplication for Convolutional Neural Network Training. CoRR (2020)
Shulin Zeng, Hanbo Sun, Yu Xing, Xuefei Ning, Yi Shan, Xiaoming Chen, Yu Wang, Huazhong Yang
Black Box Search Space Profiling for Accelerator-Aware Neural Architecture Search. ASP-DAC (2020)
Shulin Zeng, Guohao Dai, Hanbo Sun, Kai Zhong, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang
Enabling Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud. CoRR (2020)
Shulin Zeng, Guohao Dai, Kai Zhong, Hanbo Sun, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang
Enable Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud. FPGA (2020)
Jincheng Yu, Zhilin Xu, Shulin Zeng, Chao Yu, Jiantao Qiu, Chaoyang Shen, Yuanfan Xu, Guohao Dai, Yu Wang, Huazhong Yang
INCAME: INterruptible CNN Accelerator for Multi-robot Exploration. FPGA (2020)
Shulin Zeng, Yujun Lin, Shuang Liang, Junlong Kang, Dongliang Xie, Yi Shan, Song Han, Yu Wang, Huazhong Yang
A Fine-Grained Sparse Accelerator for Multi-Precision DNN. FPGA (2019)
Kaiyuan Guo, Shulin Zeng, Jincheng Yu, Yu Wang, Huazhong Yang
[DL] A Survey of FPGA-based Neural Network Inference Accelerators. ACM Trans. Reconfigurable Technol. Syst. 12 (1) (2019)
Shulin Zeng, Kaiyuan Guo, Shaoxia Fang, Junlong Kang, Dongliang Xie, Yi Shan, Yu Wang, Huazhong Yang
An Efficient Reconfigurable Framework for General Purpose CNN-RNN Models on FPGAs. DSL (2018)
Kaiyuan Guo, Shulin Zeng, Jincheng Yu, Yu Wang, Huazhong Yang
A Survey of FPGA Based Neural Network Accelerator. CoRR (2017)