14 citations · 23 across the 4 of their papers we have counts for
4 papers
A Study on the Impact of Fault localization Granularity for Repository-Scale Code Repair Tasks
Joseph Townsend, Chandresh Pravin, Kwun Ho Ngan +1
Automatic program repair can be a challenging task, especially when resolving complex issues at a repository-level, which often involves issue reproduction, fault localization, cod…
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…
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…
A novel ECG signal denoising filter selection algorithm based on conventional neural networks
Chandresh Pravin, Varun Ojha
We propose a novel deep learning based denoising filter selection algorithm for noisy Electrocardiograph (ECG) signal preprocessing. ECG signals measured under clinical conditions,…