Compressed Learning in MCA Architectures to Tolerate Malicious Noise

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Compressed Learning in MCA Architectures to Tolerate Malicious Noise

Memristive Crossbar Array-Based Adversarial Defense using Compression

BR Paudel, S Tragoudas - IEEE Transactions on Emerging …, 2023 - ieeexplore.ieee.org

This paper shows that Memristive Crossbar Array (MCA)-based neuromorphic architectures
provide a robust defense against adversarial attacks due to the stochastic behavior of …

Adversarial Defense using Memristors and Input Preprocessing ^*

BR Paudel, S Tragoudas - 2023 IEEE International Symposium …, 2023 - ieeexplore.ieee.org

This paper shows that input preprocessing using compression and subsequent rescale and
rearrange operations implemented using Memristor Crossbar Arrays (MCAs) provides a …

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[图书][B] Accuracy Considerations in Deep Learning Using Memristive Crossbar Arrays

BR Paudel - 2023 - search.proquest.com

Deep neural networks (DNNs) are receiving immense attention because of their ability to
solve complex problems. However, running a DNN requires a very large number of …

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Compressed Learning in MCA Architectures to Tolerate Malicious Noise

Memristive Crossbar Array-Based Adversarial Defense using Compression

Adversarial Defense using Memristors and Input Preprocessing ^*

[图书][B] Accuracy Considerations in Deep Learning Using Memristive Crossbar Arrays

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Compressed Learning in MCA Architectures to Tolerate Malicious Noise

Memristive Crossbar Array-Based Adversarial Defense using Compression

Adversarial Defense using Memristors and Input Preprocessing *

[图书][B] Accuracy Considerations in Deep Learning Using Memristive Crossbar Arrays

Adversarial Defense using Memristors and Input Preprocessing ^*