2 papers
cs.LG2019
L0 Regularization Based Neural Network Design and Compression
S. Asim Ahmed
We consider complexity of Deep Neural Networks (DNNs) and their associated massive over-parameterization. Such over-parametrization may entail susceptibility to adversarial attacks…
cs.LG2018
Deep Neural Networks based Modrec: Some Results with Inter-Symbol Interference and Adversarial Examples
S. Asim Ahmed, Subhashish Chakravarty, Michael Newhouse
Recent successes and advances in Deep Neural Networks (DNN) in machine vision and Natural Language Processing (NLP) have motivated their use in traditional signal processing and co…