Assessing Convolutional Neural Networks Reliability through Statistical Fault Injections
Author:
Affiliation:
1. Politecnico di Torino, DAUIN,Torino,Italy
2. NVIDIA,US
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/10136870/10136706/10136998.pdf?arnumber=10136998
Reference16 articles.
1. Characterizing the effects of transient faults on a high-performance processor pipeline
2. Statistical Fault Injection
3. A Reliability Analysis of a Deep Neural Network
4. FIdelity: Efficient Resilience Analysis Framework for Deep Learning Accelerators
5. Clear: Cross-layer exploration for architecting resilience: Combining hardware and software techniques to tolerate soft errors in processor cores;cheng;2016 53nd ACM/EDAC/IEEE Design Automation Conference (DAC) DAC,0
Cited by 19 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. Evaluating single event upsets in deep neural networks for semantic segmentation: An embedded system perspective;Journal of Systems Architecture;2024-09
2. Combining Fault Simulation and Beam Data for CNN Error Rate Estimation on RISC-V Commercial Platforms;2024 IEEE 30th International Symposium on On-Line Testing and Robust System Design (IOLTS);2024-07-03
3. VANDOR: Mitigating SEUs into Quantized Neural Networks;2024 IEEE 30th International Symposium on On-Line Testing and Robust System Design (IOLTS);2024-07-03
4. SpikingJET: Enhancing Fault Injection for Fully and Convolutional Spiking Neural Networks;2024 IEEE 30th International Symposium on On-Line Testing and Robust System Design (IOLTS);2024-07-03
5. Design Exploration of Fault-Tolerant Deep Neural Networks Using Posit Number Representation System;IEEE Transactions on Very Large Scale Integration (VLSI) Systems;2024-07
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