Exposing Reliability Degradation and Mitigation in Approximate DNNs Under Permanent Faults
Author:
Affiliation:
1. Department of Electrical Engineering and Computer Science, University of Missouri, Columbia, MO, USA
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Electrical and Electronic Engineering,Hardware and Architecture,Software
Link
http://xplorestaging.ieee.org/ielx7/92/10079225/10028723.pdf?arnumber=10028723
Reference52 articles.
1. DyVEDeep: Dynamic variable effort deep neural networks;ganapathy;arXiv 1704 01137,2017
2. CAxCNN: Towards the Use of Canonic Sign Digit Based Approximation for Hardware-Friendly Convolutional Neural Networks
3. Exploring Fault-Energy Trade-offs in Approximate DNN Hardware Accelerators
4. Approximate Random Dropout for DNN training acceleration in GPGPU
5. The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web]
Cited by 3 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. Approximate Fault-Tolerant Neural Network Systems;2024 IEEE European Test Symposium (ETS);2024-05-20
2. Highly Efficient Self-Checking Matrix Multiplication on Tiled AMX Accelerators;ACM Transactions on Architecture and Code Optimization;2023-11-22
3. Moving Target Defense through Approximation for Low-Power Neuromorphic Edge Intelligence;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems;2023
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