Analyzing and Mitigating the Impact of Permanent Faults on a Systolic
Array Based Neural Network Accelerator

Analyzing and Mitigating the Impact of Permanent Faults on a Systolic Array Based Neural Network Accelerator

11 February 2018

Papers citing "Analyzing and Mitigating the Impact of Permanent Faults on a Systolic Array Based Neural Network Accelerator"

11 / 11 papers shown

Title
Periodic Online Testing for Sparse Systolic Tensor Arrays C. Peltekis Chrysostomos Nicopoulos G. Dimitrakopoulos 52 0 0 25 Apr 2025
Understanding Silent Data Corruption in LLM Training Jeffrey Ma Hengzhi Pei Leonard Lausen George Karypis 42 0 0 17 Feb 2025
FAQ: Mitigating the Impact of Faults in the Weight Memory of DNN Accelerators through Fault-Aware Quantization Muhammad Abdullah Hanif Muhammad Shafique AAML 39 2 0 21 May 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 37 25 0 09 May 2023
Improving Reliability of Spiking Neural Networks through Fault Aware Threshold Voltage Optimization Ayesha Siddique K. A. Hoque 27 5 0 12 Jan 2023
Statistical Modeling of Soft Error Influence on Neural Networks Haitong Huang Xing-xiong Xue Cheng Liu Ying Wang Tao Luo Long Cheng Huawei Li Xiaowei Li 29 7 0 12 Oct 2022
Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems Shail Dave Alberto Marchisio Muhammad Abdullah Hanif Amira Guesmi Aviral Shrivastava Ihsen Alouani Muhammad Shafique 34 13 0 18 Apr 2022
Fault-Tolerant Deep Learning: A Hierarchical Perspective Cheng Liu Zhen Gao Siting Liu Xuefei Ning Huawei Li Xiaowei Li 43 9 0 05 Apr 2022
ReSpawn: Energy-Efficient Fault-Tolerance for Spiking Neural Networks considering Unreliable Memories Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 26 36 0 23 Aug 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Muhammad Shafique Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 81 100 0 04 Jan 2021
ThUnderVolt: Enabling Aggressive Voltage Underscaling and Timing Error Resilience for Energy Efficient Deep Neural Network Accelerators Jeff Zhang Kartheek Rangineni Zahra Ghodsi S. Garg 36 117 0 11 Feb 2018