Exploring Winograd Convolution for Cost-Effective Neural Network Fault Tolerance

AOS: An Automated Overclocking System for High Performance CNN Accelerator Through Timing Delay Measurement on FPGA

(2023) Weixiong Jiang et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

Saca-FI: A microarchitecture-level fault injection framework for reliability analysis of systolic array based CNN accelerator

(2023) Jingweijia Tan et al.   Future Generation Computer Systems-The International Journal of eScience

Design possibilities and challenges of DNN models: a review on the perspective of end devices

(2022) Hanan Hussain et al.   ARTIFICIAL INTELLIGENCE REVIEW

A Survey of Fault-Tolerance Techniques for Embedded Systems From the Perspective of Power, Energy, and Thermal Issues

(2022) Sepideh Safari et al.   IEEE Access

Bit-Aware Fault-Tolerant Hybrid Retraining and Remapping Schemes for RRAM-Based Computing-in-Memory Systems

(2022) Yuxuan Huang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS

FTT-NAS: Discovering Fault-tolerant Convolutional Neural Architecture

(2021) Xuefei Ning et al.   ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS

SNR: S queezing N umerical R ange Defuses Bit Error Vulnerability Surface in Deep Neural Networks

(2021) Elbruz Ozen et al.   ACM Transactions on Embedded Computing Systems

R2F: A Remote Retraining Framework for AIoT Processors With Computing Errors

(2021) Dawen Xu et al.   IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

Model Compression and Hardware Acceleration for Neural Networks: A Comprehensive Survey

(2020) By Lei Deng et al.   PROCEEDINGS OF THE IEEE

Robust Machine Learning Systems: Challenges,Current Trends, Perspectives, and the Road Ahead

(2020) Muhammad Shafique et al.   IEEE Design & Test

A survey on modeling and improving reliability of DNN algorithms and accelerators

(2019) Sparsh Mittal   JOURNAL OF SYSTEMS ARCHITECTURE

Toward an Efficient Deep Pipelined Template-Based Architecture for Accelerating the Entire 2-D and 3-D CNNs on FPGA

(2019) Junzhong Shen et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

Regularizing Multilayer Perceptron for Robustness

(2018) Prasenjit Dey et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Selective Hardening for Neural Networks in FPGAs

(2018) F. Libano et al.   IEEE TRANSACTIONS ON NUCLEAR SCIENCE

CMOS Scaling Trends and Beyond

(2017) Mark T. Bohr et al.   IEEE MICRO

Fault and Error Tolerance in Neural Networks: A Review

(2017) Cesar Torres-Huitzil et al.   IEEE Access