10 citations · 21 across the 5 of their papers we have counts for
5 papers
Gradient Regularization for Quantization Robustness
Milad Alizadeh, Arash Behboodi, Mart van Baalen +3
We analyze the effect of quantizing weights and activations of neural networks on their loss and derive a simple regularization scheme that improves robustness against post-trainin…
Perturbation Analysis of Learning Algorithms: A Unifying Perspective on Generation of Adversarial Examples
Emilio Rafael Balda, Arash Behboodi, Rudolf Mathar
Despite the tremendous success of deep neural networks in various learning problems, it has been observed that adding an intentionally designed adversarial perturbation to inputs o…
A Mathematical Model for Fingerprinting-based Localization Algorithms
Arash Behboodi, Filip Lemic, Adam Wolisz
A general theoretical framework for Fingerprinting Localization Algorithms (FPS), given their popularity, can be utilized for their performance studies. In this work, after setting…
Selective Coding Strategy for Unicast Composite Networks
Arash Behboodi, Pablo Piantanida
Consider a composite unicast relay network where the channel statistic is randomly drawn from a set of conditional distributions indexed by a random variable, which is assumed to b…
Capacity of a Class of Broadcast Relay Channels
Arash Behboodi, Pablo Piantanida
Consider the broadcast relay channel (BRC) which consists of a source sending information over a two user broadcast channel in presence of two relay nodes that help the transmissio…