132 citations · 1.3k across the 52 of their papers we have counts for
55 papers
Structured Low-Rank Tensors for Generalized Linear Models
Batoul Taki, Anand D. Sarwate, Waheed U. Bajwa
Recent works have shown that imposing tensor structures on the coefficient tensor in regression problems can lead to more reliable parameter estimation and lower sample complexity…
Accelerated Gradient Methods for Nonconvex Optimization: Escape Trajectories From Strict Saddle Points and Convergence to Local Minima
Rishabh Dixit, Mert Gurbuzbalaban, Waheed U. Bajwa
This paper considers the problem of understanding the behavior of a general class of accelerated gradient methods on smooth nonconvex functions. Motivated by some recent works that…
Programming Wireless Security through Learning-Aided Spatiotemporal Digital Coding Metamaterial Antenna
Alireza Nooraiepour, Shaghayegh Vosoughitabar, Chung-Tse Michael Wu +2
The advancement of future large-scale wireless networks necessitates the development of cost-effective and scalable security solutions. Conventional cryptographic methods, due to t…
A Method for Quantifying Position Reconstruction Uncertainty in Astroparticle Physics using Bayesian Networks
Christina Peters, Aaron Higuera, Shixiao Liang +4
Robust position reconstruction is paramount for enabling discoveries in astroparticle physics as backgrounds are significantly reduced by only considering interactions within the f…
Domain-informed neural networks for interaction localization within astroparticle experiments
Shixiao Liang, Aaron Higuera, Christina Peters +4
This work proposes a domain-informed neural network architecture for experimental particle physics, using particle interaction localization with the time-projection chamber (TPC) t…
A Guide to Computational Reproducibility in Signal Processing and Machine Learning
Joseph Shenouda, Waheed U. Bajwa
Computational reproducibility is a growing problem that has been extensively studied among computational researchers and within the signal processing and machine learning research…