3 papers
cs.IT2024
Intent-Aware DRL-Based NOMA Uplink Dynamic Scheduler for IIoT
Salwa Mostafa, Mateus P. Mota, Alvaro Valcarce +1
We investigate the problem of supporting Industrial Internet of Things user equipment (IIoT UEs) with intent (i.e., requested quality of service (QoS)) and random traffic arrival.…
cs.NI2024
Intent Profiling and Translation Through Emergent Communication
Salwa Mostafa, Mohammed S. Elbamby, Mohamed K. Abdel-Aziz +1
To effectively express and satisfy network application requirements, intent-based network management has emerged as a promising solution. In intent-based methods, users and applica…
cs.IT2024
Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things
Salwa Mostafa, Mateus P. Mota, Alvaro Valcarce +1
In this paper, we leverage a multi-agent reinforcement learning (MARL) framework to jointly learn a computation offloading decision and multichannel access policy with correspondin…