Learning Resilient Radio Resource Management Policies with Graph Neural
Networks

Learning Resilient Radio Resource Management Policies with Graph Neural Networks

7 March 2022

Navid Naderializadeh

Alejandro Ribeiro

Papers citing "Learning Resilient Radio Resource Management Policies with Graph Neural Networks"

15 / 15 papers shown

Title
Opportunistic Routing in Wireless Communications via Learnable State-Augmented Policies Sourajit Das Navid Naderializadeh Rahul Mangharam 29 0 0 05 Mar 2025
An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management Eslam Eldeeb Hirley Alves OffRL 80 0 0 22 Jan 2025
Offline and Distributional Reinforcement Learning for Radio Resource Management Eslam Eldeeb Hirley Alves OffRL 33 2 0 25 Sep 2024
Decentralized Learning Strategies for Estimation Error Minimization with Graph Neural Networks Xingran Chen Navid Naderializadeh Alejandro Ribeiro Shirin Saeedi Bidokhti 93 1 0 04 Apr 2024
A Deep Learning Based Resource Allocator for Communication Systems with Dynamic User Utility Demands Pourya Behmandpoor Panagiotis Patrinos Marc Moonen 16 1 0 08 Nov 2023
Learning State-Augmented Policies for Information Routing in Communication Networks Sourajit Das Navid Naderializadeh Alejandro Ribeiro 20 2 0 30 Sep 2023
Causal Reasoning: Charting a Revolutionary Course for Next-Generation AI-Native Wireless Networks Christo Kurisummoottil Thomas Christina Chaccour Walid Saad Merouane Debbah Choong Seon Hong 26 20 0 23 Sep 2023
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks Zhan Gao Deniz Gunduz GNN 38 1 0 16 Feb 2023
Machine Learning for Large-Scale Optimization in 6G Wireless Networks Yandong Shi Lixiang Lian Yuanming Shi Zixin Wang Yong Zhou Liqun Fu Lin Bai Jun Zhang Wei Zhang AI4CE 42 76 0 03 Jan 2023
A State-Augmented Approach for Learning Optimal Resource Management Decisions in Wireless Networks Yiugit Berkay Uslu Navid Naderializadeh Mark Eisen Alejandro Riberio University of Pennsylvania 31 0 0 28 Oct 2022
State-Augmented Learnable Algorithms for Resource Management in Wireless Networks Navid Naderializadeh Mark Eisen Alejandro Ribeiro 29 17 0 05 Jul 2022
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing Akash S. Doshi S. Yerramalli Lorenzo Ferrari Taesang Yoo J. Andrews 29 32 0 05 Oct 2021
Wireless Link Scheduling via Graph Representation Learning: A Comparative Study of Different Supervision Levels Navid Naderializadeh 44 3 0 04 Oct 2021
Fast Power Control Adaptation via Meta-Learning for Random Edge Graph Neural Networks I. Nikoloska Osvaldo Simeone 37 21 0 02 May 2021
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016