BitBlade: Energy-Efficient Variable Bit-Precision Hardware Accelerator for Quantized Neural Networks

Author:

Ryu Sungju1ORCID,Kim Hyungjun2ORCID,Yi Wooseok3,Kim Eunhwan2,Kim Yulhwa2ORCID,Kim Taesu2ORCID,Kim Jae-Joon4ORCID

Affiliation:

1. School of Electronic Engineering, Soongsil University, Seoul, Republic of Korea

2. Department of Convergence IT Engineering, Pohang University of Science and Technology, Pohang, Republic of Korea

3. Department of Creative IT Engineering, Pohang University of Science and Technology (POSTECH), Pohang, Republic of Korea

4. Department of Electrical and Computer Engineering, Seoul National University, Seoul, Republic of Korea

Funder

Institute of Information & Communications Technology Planning & Evaluation (IITP) grant funded by the Korea Government [Ministry of Science and ICT (MSIT)]

National Research Foundation of Korea (NRF) grant funded by the Korea Government (MSIT)

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering

Cited by 24 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. Coarse-to-Fine: A hierarchical DNN inference framework for edge computing;Future Generation Computer Systems;2024-08

2. BitShare: An Efficient Precision-Scalable Accelerator with Combining-Like-Terms GEMM;2024 IEEE 35th International Conference on Application-specific Systems, Architectures and Processors (ASAP);2024-07-24

3. An ASIC Accelerator for QNN With Variable Precision and Tunable Energy Efficiency;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2024-07

4. Resource Analysis on FPGA for Functional Verification of Digital SRAM PIM;JOURNAL OF SEMICONDUCTOR TECHNOLOGY AND SCIENCE;2024-06-30

5. Quantization and Hardware Architecture Co-Design for Matrix-Vector Multiplications of Large Language Models;IEEE Transactions on Circuits and Systems I: Regular Papers;2024-06

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