FitAct: Error Resilient Deep Neural Networks via Fine-Grained
Post-Trainable Activation Functions

FitAct: Error Resilient Deep Neural Networks via Fine-Grained Post-Trainable Activation Functions

27 December 2021

Papers citing "FitAct: Error Resilient Deep Neural Networks via Fine-Grained Post-Trainable Activation Functions"

13 / 13 papers shown

Title
FT-Transformer: Resilient and Reliable Transformer with End-to-End Fault Tolerant Attention Huangliang Dai Shixun Wu Hairui Zhao Jiajun Huang Zizhe Jian Yue Zhu Haiyang Hu Zizhong Chen 51 0 0 03 Apr 2025
Evaluating Single Event Upsets in Deep Neural Networks for Semantic Segmentation: an embedded system perspective Jon Gutiérrez-Zaballa Koldo Basterretxea Javier Echanobe AAML 93 5 0 04 Dec 2024
Enhancing Neural Network Robustness Against Fault Injection Through Non-linear Weight Transformations Ninnart Fuengfusin H. Tamukoh AAML 78 0 0 28 Nov 2024
ZOBNN: Zero-Overhead Dependable Design of Binary Neural Networks with Deliberately Quantized Parameters B. Ghavami M. Shahidzadeh Lesley Shannon S. Wilton 55 0 0 06 Jul 2024
ProAct: Progressive Training for Hybrid Clipped Activation Function to Enhance Resilience of DNNs Seyedhamidreza Mousavi Mohammad Hasan Ahmadilivani J. Raik M. Jenihhin Masoud Daneshtalab 49 2 0 10 Jun 2024
Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning Mohammad Hasan Ahmadilivani Seyedhamidreza Mousavi J. Raik Masoud Daneshtalab M. Jenihhin AAML 43 3 0 17 May 2024
Resilience of Deep Learning applications: a systematic literature review of analysis and hardening techniques C. Bolchini Qiyuan Chen Xianhao Chen AAML 17 0 0 27 Sep 2023
Exploring Winograd Convolution for Cost-effective Neural Network Fault Tolerance Xing-xiong Xue Cheng Liu Bo Liu Haitong Huang Ying Wang Tao Luo Lei Zhang Huawei Li Xiaowei Li 43 7 0 16 Aug 2023
MRFI: An Open Source Multi-Resolution Fault Injection Framework for Neural Network Processing Haitong Huang Cheng Liu Bo Liu Xing-xiong Xue Huawei Li Xiaowei Li 32 1 0 20 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 37 25 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 47 12 0 13 Mar 2023
Soft Error Reliability Analysis of Vision Transformers Xing-xiong Xue Cheng Liu Ying Wang Bing Yang Tao Luo Lefei Zhang Huawei Li Xiaowei Li 39 14 0 21 Feb 2023
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