Shulin Zeng

42 papers A* 7A 7Misc 1Journal 17Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
CD-LLM: A Heterogeneous Multi-FPGA System for Batched Decoding of 70B+ LLMs Using a Compute-Dedicated Architecture.
ACM Trans. Reconfigurable Technol. Syst.
Wenheng Ma, Xinhao Yang, Shulin Zeng, Tengxuan Liu, Libo Shen, Hongyi Wang, Shiyao Li, Ke Hong, Zhenhua Zhu, Xuefei Ning, Tsung-Yi Ho, Guohao Dai, Yu Wang
2025 A conf
FMC-LLM: Enabling FPGAs for Efficient Batched Decoding of 70B+ LLMs with a Memory-Centric Streaming Architecture.
FPGA
Wenheng Ma, Xinhao Yang, Shulin Zeng, Tengxuan Liu, Libo Shen, Hongyi Wang, Shiyao Li, Jiewen Wang, Yuhan Zhang, Hao Guo, Jintao Li, Ziming Zhang, Zhenhua Zhu, Xuefei Ning, Tsung-Yi Ho, Guohao Dai, Yu Wang
2025 A conf
FlightVGM: Efficient Video Generation Model Inference with Online Sparsification and Hybrid Precision on FPGAs.
FPGA
Jun Liu, Shulin Zeng, Li Ding, Widyadewi Soedarmadji, Hao Zhou, Zehao Wang, Jinhao Li, Jintao Li, Yadong Dai, Kairui Wen, Shan He, Yaqi Sun, Yu Wang, Guohao Dai
2025 A* conf
PARO: Hardware-Software Co-design with Pattern-aware Reorder-based Attention Quantization in Video Generation Models.
DAC
Xinhao Yang, Tianchen Zhao, Hongyi Wang, Wenheng Ma, Shulin Zeng, Zhenhua Zhu, Xuefei Ning, Huazhong Yang, Yu Wang
2025 J jnl
Robustness Against Faults in Configuration Memories of FPGA-Based LLMs.
IEEE Trans. Circuits Syst. Artif. Intell.
Zhen Gao, Lini Yuan, Jingyan Wang, Qiang Liu, Javier Conde, Pedro Reviriego, Shulin Zeng, Yu Wang, Shanshan Liu, Fabrizio Lombardi
2025 J jnl
ShiftQuant: Toward Accurate and Efficient Sub-8-bit Integer Training.
IEEE Trans. Circuits Syst. Video Technol.
Wenjin Guo, Donglai Liu, Weiying Xie, Yunsong Li, Xuefei Ning, Zihan Meng, Shulin Zeng, Jie Lei, Zhenman Fang, Yu Wang
2025 A* conf
TB-STC: Transposable Block-wise N: M Structured Sparse Tensor Core.
HPCA
Jun Liu, Shulin Zeng, Junbo Zhao, Li Ding, Zeyu Wang, Jinhao Li, Zhenhua Zhu, Xuefei Ning, Chen Zhang, Yu Wang, Guohao Dai
2024 J jnl
An Efficient Flood Detection Method With Satellite Images Based on Algorithm-Hardware Co-Design.
IEEE Geosci. Remote. Sens. Lett.
Dingwei Pan, Zhihao Wang, Xueqian Wang, Gang Li, Shulin Zeng, Yu Wang
2024 A* conf
DySpMM: From Fix to Dynamic for Sparse Matrix-Matrix Multiplication Accelerators.
DAC
Hongyi Wang, Kai Zhong, Haoyu Zhang, Shulin Zeng, Zhenhua Zhu, Xinhao Yang, Shuang Wang, Guohao Dai, Huazhong Yang, Yu Wang
2024 J jnl
Efficient and Effective Retrieval of Dense-Sparse Hybrid Vectors using Graph-based Approximate Nearest Neighbor Search.
CoRR
Haoyu Zhang, Jun Liu, Zhenhua Zhu, Shulin Zeng, Maojia Sheng, Tao Yang, Guohao Dai, Yu Wang
2024 — conf
FEASTA: A Flexible and Efficient Accelerator for Sparse Tensor Algebra in Machine Learning.
ASPLOS (3)
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
2024 A conf
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs.
FPGA
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
2024 J jnl
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs.
CoRR
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
2024 — conf
GLITCHES: GPU-FPGA LLM Inference Through a Collaborative Heterogeneous System.
HPEC
Fan Yang, Xinhao Yang, Hongyi Wang, Zehao Wang, Zhenhua Zhu, Shulin Zeng, Yu Wang
2024 J jnl
Towards Accurate and Efficient Sub-8-Bit Integer Training.
CoRR
Wenjin Guo, Donglai Liu, Weiying Xie, Yunsong Li, Xuefei Ning, Zihan Meng, Shulin Zeng, Jie Lei, Zhenman Fang, Yu Wang
2023 A* conf
An Efficient Accelerator for Point-based and Voxel-based Point Cloud Neural Networks.
DAC
Xinhao Yang, Tianyu Fu, Guohao Dai, Shulin Zeng, Kai Zhong, Ke Hong, Yu Wang
2023 J jnl
CoGNN: An Algorithm-Hardware Co-Design Approach to Accelerate GNN Inference With Minibatch Sampling.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Kai Zhong, Shulin Zeng, Wentao Hou, Guohao Dai, Zhenhua Zhu, Xuecang Zhang, Shihai Xiao, Huazhong Yang, Yu Wang
2023 A* conf
DF-GAS: a Distributed FPGA-as-a-Service Architecture towards Billion-Scale Graph-based Approximate Nearest Neighbor Search.
MICRO
Shulin Zeng, Zhenhua Zhu, Jun Liu, Haoyu Zhang, Guohao Dai, Zixuan Zhou, Shuangchen Li, Xuefei Ning, Yuan Xie, Huazhong Yang, Yu Wang
2023 — conf
NTGAT: A Graph Attention Network Accelerator with Runtime Node Tailoring.
ASP-DAC
Wentao Hou, Kai Zhong, Shulin Zeng, Guohao Dai, Huazhong Yang, Yu Wang
2023 A* conf
Processing-In-Hierarchical-Memory Architecture for Billion-Scale Approximate Nearest Neighbor Search.
DAC
Zhenhua Zhu, Jun Liu, Guohao Dai, Shulin Zeng, Bing Li, Huazhong Yang, Yu Wang
2023 J jnl
Serving Multi-DNN Workloads on FPGAs: A Coordinated Architecture, Scheduling, and Mapping Perspective.
IEEE Trans. Computers
Shulin Zeng, Guohao Dai, Niansong Zhang, Xinhao Yang, Haoyu Zhang, Zhenhua Zhu, Huazhong Yang, Yu Wang
2022 J jnl
A Unified FPGA Virtualization Framework for General-Purpose Deep Neural Networks in the Cloud.
ACM Trans. Reconfigurable Technol. Syst.
Shulin Zeng, Guohao Dai, Hanbo Sun, Jun Liu, Shiyao Li, Guangjun Ge, Kai Zhong, Kaiyuan Guo, Yu Wang, Huazhong Yang
2022 — conf
Efficient Autonomous Driving System Design: From Software to Hardware.
ISVLSI
Yu Wang, Shulin Zeng, Kaiyuan Guo, Xuefei Ning, Yali Zhao, Zhongyuan Qiu, Changcheng Tang, Shuang Liang, Huazhong Yang
2022 J jnl
Exploring the Potential of Low-Bit Training of Convolutional Neural Networks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Kai Zhong, Xuefei Ning, Guohao Dai, Zhenhua Zhu, Tianchen Zhao, Shulin Zeng, Yu Wang, Huazhong Yang
2022 J jnl
INCAME: Interruptible CNN Accelerator for Multirobot Exploration.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Jincheng Yu, Zhilin Xu, Shulin Zeng, Chao Yu, Jiantao Qiu, Zhaoyang Shen, Yuanfan Xu, Guohao Dai, Yu Wang, Huazhong Yang
2022 J jnl
Soft Error Tolerant Convolutional Neural Networks on FPGAs With Ensemble Learning.
IEEE Trans. Very Large Scale Integr. Syst.
Zhen Gao, Han Zhang, Yi Yao, Jiajun Xiao, Shulin Zeng, Guangjun Ge, Yu Wang, Anees Ullah, Pedro Reviriego
2021 A conf
3M-AI: A Multi-task and Multi-core Virtualization Framework for Multi-FPGA AI Systems in the Cloud.
FPGA
Shulin Zeng, Guohao Dai, Hanbo Sun, Jun Liu, Hongren Zheng, Yusong Wu, Fan Zhang, Xinhao Yang, Yi Cai, Yu Wang, Huazhong Yang
2021 — conf
Efficient Computing Platform Design for Autonomous Driving Systems.
ASP-DAC
Shuang Liang, Changcheng Tang, Xuefei Ning, Shulin Zeng, Jincheng Yu, Yu Wang, Kaiyuan Guo, Diange Yang, Tianyi Lu, Huazhong Yang
2021 — conf
Ensemble of Pruned Networks for Reliable Classifiers.
AICAS
Zhen Gao, Han Zhang, Xiaohui Wei, Jiajun Xiao, Shulin Zeng, Guangjun Ge, Yu Wang, Pedro Reviriego
2021 — conf
Reliability-Aware Training and Performance Modeling for Processing-In-Memory Systems.
ASP-DAC
Hanbo Sun, Zhenhua Zhu, Yi Cai, Shulin Zeng, Kaizhong Qiu, Yu Wang, Huazhong Yang
2020 — conf
Black Box Search Space Profiling for Accelerator-Aware Neural Architecture Search.
ASP-DAC
Shulin Zeng, Hanbo Sun, Yu Xing, Xuefei Ning, Yi Shan, Xiaoming Chen, Yu Wang, Huazhong Yang
2020 A conf
Enable Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud.
FPGA
Shulin Zeng, Guohao Dai, Kai Zhong, Hanbo Sun, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang
2020 Misc conf
Enabling Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud.
FCCM
Shulin Zeng, Guohao Dai, Hanbo Sun, Kai Zhong, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang
2020 J jnl
Enabling Efficient and Flexible FPGA Virtualization for Deep Learning in the Cloud.
CoRR
Shulin Zeng, Guohao Dai, Hanbo Sun, Kai Zhong, Guangjun Ge, Kaiyuan Guo, Yu Wang, Huazhong Yang
2020 A* conf
INCA: INterruptible CNN Accelerator for Multi-tasking in Embedded Robots.
DAC
Jincheng Yu, Zhilin Xu, Shulin Zeng, Chao Yu, Jiantao Qiu, Chaoyang Shen, Yuanfan Xu, Guohao Dai, Yu Wang, Huazhong Yang
2020 A conf
INCAME: INterruptible CNN Accelerator for Multi-robot Exploration.
FPGA
Jincheng Yu, Zhilin Xu, Shulin Zeng, Chao Yu, Jiantao Qiu, Chaoyang Shen, Yuanfan Xu, Guohao Dai, Yu Wang, Huazhong Yang
2020 — conf
Optimizing CNN Accelerator With Improved Roofline Model.
SoCC
Shaoxia Fang, Shulin Zeng, Yu Wang
2020 J jnl
Towards Lower Bit Multiplication for Convolutional Neural Network Training.
CoRR
Kai Zhong, Tianchen Zhao, Xuefei Ning, Shulin Zeng, Kaiyuan Guo, Yu Wang, Huazhong Yang
2019 A conf
A Fine-Grained Sparse Accelerator for Multi-Precision DNN.
FPGA
Shulin Zeng, Yujun Lin, Shuang Liang, Junlong Kang, Dongliang Xie, Yi Shan, Song Han, Yu Wang, Huazhong Yang
2019 J jnl
[DL] A Survey of FPGA-based Neural Network Inference Accelerators.
ACM Trans. Reconfigurable Technol. Syst.
Kaiyuan Guo, Shulin Zeng, Jincheng Yu, Yu Wang, Huazhong Yang
2018 — conf
An Efficient Reconfigurable Framework for General Purpose CNN-RNN Models on FPGAs.
DSP
Shulin Zeng, Kaiyuan Guo, Shaoxia Fang, Junlong Kang, Dongliang Xie, Yi Shan, Yu Wang, Huazhong Yang
2017 J jnl
A Survey of FPGA Based Neural Network Accelerator.
CoRR
Kaiyuan Guo, Shulin Zeng, Jincheng Yu, Yu Wang, Huazhong Yang