125 citations · 985 across the 106 of their papers we have counts for
3 papers · 1 filter
Asynchronous Message-Passing and Zeroth-Order Optimization Based Distributed Learning with a Use-Case in Resource Allocation in Communication Networks
Pourya Behmandpoor, Marc Moonen, Panagiotis Patrinos
Distributed learning and adaptation have received significant interest and found wide-ranging applications in machine learning and signal processing. While various approaches, such…
A Deep Learning Based Resource Allocator for Communication Networks with Dynamic User Utility Demands
Pourya Behmandpoor, Mark Eisen, Panagiotis Patrinos +1
Deep learning (DL) based resource allocation (RA) has recently gained significant attention due to its performance efficiency. However, most related studies assume an ideal case wh…
Proximal Gradient Algorithms: Applications in Signal Processing
Niccolò Antonello, Lorenzo Stella, Panagiotis Patrinos +1
Advances in numerical optimization have supported breakthroughs in several areas of signal processing. This paper focuses on the recent enhanced variants of the proximal gradient n…