activity
20152022
most citedWhen Multiple Agents Learn to Schedule: A Distributed Radio Resource Management Framework

4 citations · 4 across the 4 of their papers we have counts for

collaborators

6 papers

cs.NI2022

Integrated Access and Backhaul in Millimeter-Wave Cellular: Benefits and Challenges

Yekaterina Sadovaya, Dmitri Moltchanov, Wei Mao +5

The recently proposed NR-ready integrated access and backhaul (IAB) architecture promises to bring a cost-efficient deployment solution for both coverage extension and capacity boo…

cs.IT2021

Connection Management xAPP for O-RAN RIC: A Graph Neural Network and Reinforcement Learning Approach

Oner Orhan, Vasuki Narasimha Swamy, Thomas Tetzlaff +3

Connection management is an important problem for any wireless network to ensure smooth and well-balanced operation throughout. Traditional methods for connection management (speci…

cs.IT2021

6G: Connectivity in the Era of Distributed Intelligence

Shilpa Talwar, Nageen Himayat, Hosein Nikopour +3

The confluence of 5G and AI is transforming wireless networks to deliver diverse services at the Edge, driving towards a vision of pervasive distributed intelligence. Future 6G net…

cs.LG2020

Resource Management in Wireless Networks via Multi-Agent Deep Reinforcement Learning

Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek +1

We propose a mechanism for distributed resource management and interference mitigation in wireless networks using multi-agent deep reinforcement learning (RL). We equip each transm…

cs.LG20194 cited

When Multiple Agents Learn to Schedule: A Distributed Radio Resource Management Framework

Navid Naderializadeh, Jaroslaw Sydir, Meryem Simsek +2

Interference among concurrent transmissions in a wireless network is a key factor limiting the system performance. One way to alleviate this problem is to manage the radio resource…

cs.IT2015

SCMA for Open-Loop Joint Transmission CoMP

Usa Vilaipornsawai, Hosein Nikopour, Alireza Bayesteh +1

Sparse Code Multiple Access (SCMA), a non-orthogonal multiple access scheme, has been introduced as a key 5G technology to improve spectral efficiency. In this work, we propose SCM…