5 citations · 11 across the 11 of their papers we have counts for
8 papers · 1 filter
Stable and Transferable Wireless Resource Allocation Policies via Manifold Neural Networks
Zhiyang Wang, Luana Ruiz, Mark Eisen +1
We consider the problem of resource allocation in large scale wireless networks. When contextualizing wireless network structures as graphs, we can model the limits of very large w…
Resource Allocation via Model-Free Deep Learning in Free Space Optical Communications
Zhan Gao, Mark Eisen, Alejandro Ribeiro
This paper investigates the general problem of resource allocation for mitigating channel fading effects in Free Space Optical (FSO) communications. The resource allocation problem…
Resource Allocation via Graph Neural Networks in Free Space Optical Fronthaul Networks
Zhan Gao, Mark Eisen, Alejandro Ribeiro
This paper investigates the optimal resource allocation in free space optical (FSO) fronthaul networks. The optimal allocation maximizes an average weighted sum-capacity subject to…
Wireless Power Control via Counterfactual Optimization of Graph Neural Networks
Navid Naderializadeh, Mark Eisen, Alejandro Ribeiro
We consider the problem of downlink power control in wireless networks, consisting of multiple transmitter-receiver pairs communicating with each other over a single shared wireles…
Scheduling Low Latency Traffic for Wireless Control Systems in 5G Networks
Mark Eisen, Mohammad M. Rashid, Alejandro Ribeiro +1
We consider the problem of allocating 5G radio resources over wireless communication links to control a series of independent low-latency wireless control systems common in industr…
Optimal Wireless Resource Allocation with Random Edge Graph Neural Networks
Mark Eisen, Alejandro Ribeiro
We consider the problem of optimally allocating resources across a set of transmitters and receivers in a wireless network. The resulting optimization problem takes the form of con…