GCoD: Graph Convolutional Network Acceleration via Dedicated Algorithm and Accelerator Co-Design

Author:

You Haoran1,Geng Tong2,Zhang Yongan1,Li Ang2,Lin Yingyan1

Affiliation:

1. Rice University,Houston,TX

2. Pacific Northwest National Laboratory,Richland,WA

Publisher

IEEE

Reference51 articles.

1. Virtex ultrascale+ hbm vcu128 fpga evaluation kit,0

2. A comprehensive survey on graph neural networks;wu;IEEE Transactions on Neural Networks and Learning Systems,2020

3. Degreequant: Quantization-aware training for graph neural networks;tailor,2020

4. Dynamic edgeconditioned filters in convolutional neural networks on graphs;simonovsky;Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition,2017

5. Maximizing CNN Accelerator Efficiency Through Resource Partitioning

Cited by 17 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Non-local Graph Convolutional Network;Circuits, Systems, and Signal Processing;2023-12-11

2. SCV-GNN: Sparse Compressed Vector-Based Graph Neural Network Aggregation;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2023-12

3. CoGNN: An Algorithm-Hardware Co-Design Approach to Accelerate GNN Inference With Minibatch Sampling;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2023-12

4. PANG: A Pattern-Aware GCN Accelerator for Universal Graphs;2023 IEEE 41st International Conference on Computer Design (ICCD);2023-11-06

5. FTW-GAT: An FPGA-Based Accelerator for Graph Attention Networks With Ternary Weights;IEEE Transactions on Circuits and Systems II: Express Briefs;2023-11

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3