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On Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars

Journal Article · · IEEE Transactions on Very Large Scale Integration (VLSI) Systems

Not provided.

Research Organization:
Argonne National Laboratory (ANL), Argonne, IL (United States)
Sponsoring Organization:
USDOE
DOE Contract Number:
AC02-06CH11357
OSTI ID:
2423206
Journal Information:
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Journal Name: IEEE Transactions on Very Large Scale Integration (VLSI) Systems Journal Issue: 10 Vol. 30; ISSN 1063-8210
Publisher:
IEEE
Country of Publication:
United States
Language:
English

References (24)

Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element journal November 2015
Resistive Crossbars as Approximate Hardware Building Blocks for Machine Learning: Opportunities and Challenges journal December 2020
Deep Learning for Computer Vision: A Brief Review journal January 2018
Recent Trends in Deep Learning Based Natural Language Processing [Review Article] journal August 2018
Wide & Deep Learning for Recommender Systems conference September 2016
Scaling for edge inference of deep neural networks journal April 2018
Moore's law: past, present and future journal June 1997
Defensive approximation: securing CNNs using approximate computing
  • Guesmi, Amira; Alouani, Ihsen; Khasawneh, Khaled N.
  • Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems https://doi.org/10.1145/3445814.3446747
conference April 2021
Phase Change Memory journal December 2010
Square Attack: A Query-Efficient Black-Box Adversarial Attack via Random Search book January 2020
ISAAC: a convolutional neural network accelerator with in-situ analog arithmetic in crossbars journal June 2016
Towards Deep Learning Models Resistant to Adversarial Attacks preprint January 2017
Serving DNNs in Real Time at Datacenter Scale with Project Brainwave journal March 2018
GENIEx: A Generalized Approach to Emulating Non-Ideality in Memristive Xbars using Neural Networks conference July 2020
A SPICE Compact Model of Metal Oxide Resistive Switching Memory With Variations journal October 2012
Technology Aware Training in Memristive Neuromorphic Systems for Nonideal Synaptic Crossbars journal October 2018
A fully integrated reprogrammable memristor–CMOS system for efficient multiply–accumulate operations journal July 2019
PUMA: A Programmable Ultra-efficient Memristor-based Accelerator for Machine Learning Inference
  • Ankit, Aayush; Hajj, Izzat El; Chalamalasetti, Sai Rahul
  • ASPLOS '19: Architectural Support for Programming Languages and Operating Systems, Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems https://doi.org/10.1145/3297858.3304049
conference April 2019
In-Datacenter Performance Analysis of a Tensor Processing Unit conference January 2017
Deep Residual Learning for Image Recognition conference June 2016
Dot-product engine for neuromorphic computing: programming 1T1M crossbar to accelerate matrix-vector multiplication conference January 2016
Metal–Oxide RRAM journal June 2012
Spin-Transfer Torque Devices for Logic and Memory: Prospects and Perspectives journal January 2016
Equivalent-accuracy accelerated neural-network training using analogue memory journal June 2018

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