activity
20122022
most citedSubspace Clustering via Optimal Direction Search

11 citations · 22 across the 6 of their papers we have counts for

collaborators

13 papers

stat.ML2022

Distributionally Robust Domain Adaptation

Akram S. Awad, George K. Atia

Domain Adaptation (DA) has recently received significant attention due to its potential to adapt a learning model across source and target domains with mismatched distributions. Si…

cs.LG2022

A Differentiable Approach to Combinatorial Optimization using Dataless Neural Networks

Ismail R. Alkhouri, George K. Atia, Alvaro Velasquez

The success of machine learning solutions for reasoning about discrete structures has brought attention to its adoption within combinatorial optimization algorithms. Such approache…

cs.LG2020

A Multi-criteria Approach for Fast and Outlier-aware Representative Selection from Manifolds

Mahlagha Sedghi, George Atia, Michael Georgiopoulos

The problem of representative selection amounts to sampling few informative exemplars from large datasets. This paper presents MOSAIC, a novel representative selection approach fro…

physics.optics2019

What is the maximum differential group delay achievable by a space-time wave packet in free space?

Murat Yessenov, Lam Mach, Basanta Bhaduri +5

The group velocity of 'space-time' wave packets propagation-invariant pulsed beams endowed with tight spatio-temporal spectral correlations can take on arbitrary values in…

cs.LG2018

Rediscovering Deep Neural Networks Through Finite-State Distributions

Amir Emad Marvasti, Ehsan Emad Marvasti, George Atia +1

We propose a new way of thinking about deep neural networks, in which the linear and non-linear components of the network are naturally derived and justified in terms of principles…

physics.ins-det2018

Interferometry-based modal analysis with finite aperture effects

Davood Mardani, Ayman F. Abouraddy, George K. Atia

We analyze the effects of aperture finiteness on interferograms recorded to unveil the modal content of optical beams in arbitrary basis using generalized interferometry. We develo…