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20222026
most citedA novel ECG signal denoising filter selection algorithm based on conventional neural networks

14 citations · 17 across the 3 of their papers we have counts for

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2 papers · 1 filter

cs.LG2023

Fragility, Robustness and Antifragility in Deep Learning

Chandresh Pravin, Ivan Martino, Giuseppe Nicosia +1

We propose a systematic analysis of deep neural networks (DNNs) based on a signal processing technique for network parameter removal, in the form of synaptic filters that identifie…

cs.LG2022★ 3 cited

Adversarial Robustness in Deep Learning: Attacks on Fragile Neurons

Chandresh Pravin, Ivan Martino, Giuseppe Nicosia +1

We identify fragile and robust neurons of deep learning architectures using nodal dropouts of the first convolutional layer. Using an adversarial targeting algorithm, we correlate…