FT-ClipAct: Resilience Analysis of Deep Neural Networks and Improving
their Fault Tolerance using Clipped Activation

FT-ClipAct: Resilience Analysis of Deep Neural Networks and Improving their Fault Tolerance using Clipped Activation

2 December 2019

Muhammad Abdullah Hanif

Papers citing "FT-ClipAct: Resilience Analysis of Deep Neural Networks and Improving their Fault Tolerance using Clipped Activation"

9 / 9 papers shown

Title
Exploration of Activation Fault Reliability in Quantized Systolic Array-Based DNN Accelerators Mahdi Taheri N. Cherezova M. S. Ansari M. Jenihhin A. Mahani Masoud Daneshtalab J. Raik 34 12 0 17 Jan 2024
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks Mohammad Hasan Ahmadilivani Mahdi Taheri J. Raik Masoud Daneshtalab M. Jenihhin 48 27 0 09 May 2023
DeepVigor: Vulnerability Value Ranges and Factors for DNNs' Reliability Assessment Mohammad Hasan Ahmadilivani Mahdi Taheri J. Raik Masoud Daneshtalab M. Jenihhin 52 12 0 13 Mar 2023
enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks Alessio Colucci A. Steininger Mohamed Bennai 29 12 0 31 Jul 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 Mohamed Bennai 39 13 0 18 Apr 2022
Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators David Stutz Nandhini Chandramoorthy Matthias Hein Bernt Schiele AAML MQ 26 18 0 16 Apr 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Mohamed Bennai Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 81 100 0 04 Jan 2021
Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters Rida El-Allami Alberto Marchisio Mohamed Bennai Ihsen Alouani AAML 21 38 0 09 Dec 2020
A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction Zitao Chen Guanpeng Li Karthik Pattabiraman AAML AI4CE 28 17 0 30 Mar 2020