Decentralized Channel Management in WLANs with Graph Neural Networks

Decentralized Channel Management in WLANs with Graph Neural Networks

30 October 2022

Deniz Gunduz

Amanda Prorok

Papers citing "Decentralized Channel Management in WLANs with Graph Neural Networks"

8 / 8 papers shown

Title
GNN-Based Joint Channel and Power Allocation in Heterogeneous Wireless Networks Lili Chen Jingge Zhu Jamie Evans GNN 21 2 0 28 Jul 2024
On the Trade-Off between Stability and Representational Capacity in Graph Neural Networks Zhan Gao Amanda Prorok Elvin Isufi 22 1 0 04 Dec 2023
Multi-Agent Reinforcement Learning for Power Control in Wireless Networks via Adaptive Graphs Lorenzo Mario Amorosa Marco Skocaj Roberto Verdone Deniz Gündüz AI4CE 11 1 0 27 Nov 2023
Constrained Environment Optimization for Prioritized Multi-Agent Navigation Zhan Gao Amanda Prorok 30 7 0 18 May 2023
Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks Zhan Gao Deniz Gunduz GNN 28 1 0 16 Feb 2023
Learning Stable Graph Neural Networks via Spectral Regularization Zhan Gao Elvin Isufi 12 3 0 13 Nov 2022
Privacy-Preserving Decentralized Inference with Graph Neural Networks in Wireless Networks Mengyuan Lee Guanding Yu H. Dai 26 11 0 15 Aug 2022
Learning Stochastic Graph Neural Networks with Constrained Variance Zhan Gao Elvin Isufi 11 5 0 29 Jan 2022