Bingyi Zhang

Bingyi Zhang

University of Southern California

H-index: 9

North America-United States

About Bingyi Zhang

Bingyi Zhang, With an exceptional h-index of 9 and a recent h-index of 9 (since 2020), a distinguished researcher at University of Southern California, specializes in the field of high performance computing, computer architecture, graph machine learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

GCV-Turbo: End-to-end Acceleration of GNN-based Computer Vision Tasks on FPGA

VTR: An Optimized Vision Transformer for SAR ATR Acceleration on FPGA

Accelerating ViT Inference on FPGA through Static and Dynamic Pruning

HitGNN: High-throughput GNN Training Framework on CPU+Multi-FPGA Heterogeneous Platform

A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification

Exploiting on-chip heterogeneity of versal architecture for gnn inference acceleration

Graph neural network based SAR automatic target recognition with human-in-the-loop

PAHD: perception-action based human decision making using explainable graph neural networks on SAR images

Bingyi Zhang Information

University

Position

___

Citations(all)

263

Citations(since 2020)

263

Cited By

19

hIndex(all)

9

hIndex(since 2020)

9

i10Index(all)

9

i10Index(since 2020)

9

Email

University Profile Page

Google Scholar

Bingyi Zhang Skills & Research Interests

high performance computing

computer architecture

graph machine learning

Top articles of Bingyi Zhang

GCV-Turbo: End-to-end Acceleration of GNN-based Computer Vision Tasks on FPGA

arXiv preprint arXiv:2404.07188

2024/4/10

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Rajgopal Kannan
Rajgopal Kannan

H-Index: 18

VTR: An Optimized Vision Transformer for SAR ATR Acceleration on FPGA

arXiv preprint arXiv:2404.04527

2024/4/6

Accelerating ViT Inference on FPGA through Static and Dynamic Pruning

arXiv preprint arXiv:2403.14047

2024/3/21

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Rajgopal Kannan
Rajgopal Kannan

H-Index: 18

HitGNN: High-throughput GNN Training Framework on CPU+Multi-FPGA Heterogeneous Platform

IEEE Transactions on Parallel and Distributed Systems

2024/2/28

Bingyi Zhang
Bingyi Zhang

H-Index: 3

A Single Graph Convolution Is All You Need: Efficient Grayscale Image Classification

arXiv preprint arXiv:2402.00564

2024/2/1

Exploiting on-chip heterogeneity of versal architecture for gnn inference acceleration

2023/9/4

Graph neural network based SAR automatic target recognition with human-in-the-loop

2023/6/13

PAHD: perception-action based human decision making using explainable graph neural networks on SAR images

2023/6/13

Graph Neural Network for Accurate and Low-complexity SAR ATR

arXiv preprint arXiv:2305.07119

2023/5/11

Dynasparse: Accelerating GNN Inference through Dynamic Sparsity Exploitation

2023 International Parallel and Distributed Processing Symposium (IPDPS 2023)

2023/3/22

Bingyi Zhang
Bingyi Zhang

H-Index: 3

GraphAGILE: An FPGA-based Overlay Accelerator for Low-latency GNN Inference

IEEE Transactions on Parallel and Distributed Systems

2023/2/2

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Hanqing Zeng
Hanqing Zeng

H-Index: 9

How can Human-in-the-loop Improve the Performance of SAR ATR? A Reinforcement Learning Based Approach

2023/11/6

Accelerating GNN-Based SAR Automatic Target Recognition on HBM-Enabled FPGA

2023/9/25

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Rajgopal Kannan
Rajgopal Kannan

H-Index: 18

Performance of Graph Neural Networks for Point Cloud Applications

2023/9/25

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Rajgopal Kannan
Rajgopal Kannan

H-Index: 18

Hypersort: High-performance Parallel Sorting on HBM-enabled FPGA

2022/12/5

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Accelerating GNN Training on CPU Multi-FPGA Heterogeneous Platform

2022/9/26

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Modeling the Energy Efficiency of GEMM using Optical Random Access Memory

2022/9/19

Performance modeling sparse mttkrp using optical static random access memory on fpga

2022/9/19

Accurate, low-latency, efficient sar automatic target recognition on fpga

2022/8/29

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Rajgopal Kannan
Rajgopal Kannan

H-Index: 18

Low-latency mini-batch gnn inference on cpu-fpga heterogeneous platform

2022/12/18

Bingyi Zhang
Bingyi Zhang

H-Index: 3

Hanqing Zeng
Hanqing Zeng

H-Index: 9

See List of Professors in Bingyi Zhang University(University of Southern California)

Co-Authors

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