Evaluating the Impact of Mixed-Precision on Fault Propagation for Deep Neural Networks on GPUs

被引：1
|
作者：
Dos Santos, Fernando Fernandes [1 ]
Rech, Paolo [2 ]
Kritikakou, Angeliki [1 ]
Sentieys, Olivier [1 ]
机构：
[1] Univ Rennes, INRIA, Rennes, France
[2] Univ Trento, Trento, Italy
来源：
2022 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI (ISVLSI 2022) | 2022年
关键词：
D O I：
10.1109/ISVLSI54635.2022.00071
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
引用
收藏
页码：327 / 327
页数：1
相关论文
共 50 条
  • [1] Hardware for Quantized Mixed-Precision Deep Neural Networks
    Rios, Andres
    Nava, Patricia
    [J]. PROCEEDINGS OF THE 2022 15TH IEEE DALLAS CIRCUITS AND SYSTEMS CONFERENCE (DCAS 2022), 2022,
  • [2] Exploration of Automatic Mixed-Precision Search for Deep Neural Networks
    Guo, Xuyang
    Huang, Yuanjun
    Cheng, Hsin-pai
    Li, Bing
    Wen, Wei
    Ma, Siyuan
    Li, Hai
    Chen, Yiran
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE CIRCUITS AND SYSTEMS (AICAS 2019), 2019, : 276 - 278
  • [3] Reduced-Precision DWC for Mixed-Precision GPUs
    dos Santos, Fernando Fernandes
    Brandalero, Marcelo
    Basso, Pedro Martins
    Hubnert, Michael
    Carro, Luigi
    Rech, Paolo
    [J]. 2020 26TH IEEE INTERNATIONAL SYMPOSIUM ON ON-LINE TESTING AND ROBUST SYSTEM DESIGN (IOLTS 2020), 2020,
  • [4] EVOLUTIONARY QUANTIZATION OF NEURAL NETWORKS WITH MIXED-PRECISION
    Liu, Zhenhua
    Zhang, Xinfeng
    Wang, Shanshe
    Ma, Siwei
    Gao, Wen
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021), 2021, : 2785 - 2789
  • [5] Mixed-precision architecture based on computational memory for training deep neural networks
    Nandakumar, S. R.
    Le Gallo, Manuel
    Boybat, Irem
    Rajendran, Bipin
    Sebastian, Abu
    Eleftheriou, Evangelos
    [J]. 2018 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2018,
  • [6] Rethinking Differentiable Search for Mixed-Precision Neural Networks
    Cai, Zhaowei
    Vasconcelos, Nuno
    [J]. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 2346 - 2355
  • [7] HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision
    Dong, Zhen
    Yao, Zhewei
    Gholami, Amir
    Mahoney, Michael W.
    Keutzer, Kurt
    [J]. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 293 - 302
  • [8] Mixed-precision quantized neural networks with progressively decreasing bitwidth
    Chu, Tianshu
    Luo, Qin
    Yang, Jie
    Huang, Xiaolin
    [J]. PATTERN RECOGNITION, 2021, 111
  • [9] CASCADED MIXED-PRECISION NETWORKS
    Geng, Xue
    Lin, Jie
    Li, Shaohua
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2020, : 241 - 245
  • [10] Aspect-Driven Mixed-Precision Tuning Targeting GPUs
    Nobre, Ricardo
    Reis, Luis
    Bispo, Joao
    Carvalho, Tiago
    Cardoso, Joao M. P.
    Cherubin, Stefano
    Agosta, Giovanni
    [J]. PARMA-DITAM 2018: 9TH WORKSHOP ON PARALLEL PROGRAMMING AND RUNTIME MANAGEMENT TECHNIQUES FOR MANY-CORE ARCHITECTURES AND 7TH WORKSHOP ON DESIGN TOOLS AND ARCHITECTURES FOR MULTICORE EMBEDDED COMPUTING PLATFORMS, 2018, : 26 - 31
12345