Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability
Based Hardening and Pruning

Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning

17 May 2024

Mohammad Hasan Ahmadilivani

Seyedhamidreza Mousavi

Masoud Daneshtalab

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Papers citing "Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning"

9 / 9 papers shown

Title
Enhancing Fault Resilience of QNNs by Selective Neuron Splitting Mohammad Hasan Ahmadilivani Mahdi Taheri J. Raik Masoud Daneshtalab M. Jenihhin AAML 59 9 0 16 Jun 2023
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks Mohammad Hasan Ahmadilivani Mahdi Taheri J. Raik Masoud Daneshtalab M. Jenihhin 84 27 0 09 May 2023
FitAct: Error Resilient Deep Neural Networks via Fine-Grained Post-Trainable Activation Functions B. Ghavami Mani Sadati Zhenman Fang Lesley Shannon AI4CE 56 26 0 27 Dec 2021
FAT: Training Neural Networks for Reliable Inference Under Hardware Faults Ussama Zahid Giulio Gambardella Nicholas J. Fraser Michaela Blott K. Vissers 47 45 0 11 Nov 2020
HarDNN: Feature Map Vulnerability Evaluation in CNNs Abdulrahman Mahmoud S. Hari Christopher W. Fletcher Sarita Adve Charbel Sakr Naresh R Shanbhag Pavlo Molchanov Michael B. Sullivan Timothy Tsai S. Keckler 62 38 0 22 Feb 2020
FT-ClipAct: Resilience Analysis of Deep Neural Networks and Improving their Fault Tolerance using Clipped Activation L. Hoang Muhammad Abdullah Hanif Mohamed Bennai AI4CE 58 116 0 02 Dec 2019
Analyzing and Mitigating the Impact of Permanent Faults on a Systolic Array Based Neural Network Accelerator Jeff Zhang Tianyu Gu K. Basu S. Garg 24 135 0 11 Feb 2018
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 239 4,644 0 16 Apr 2017
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 263 8,862 0 01 Oct 2015

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