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20192025
most citedLink Scheduling using Graph Neural Networks

52 citations · 100 across the 20 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

eess.SP2022

Delay-aware Backpressure Routing Using Graph Neural Networks

Zhongyuan Zhao, Bojan Radojicic, Gunjan Verma +2

We propose a throughput-optimal biased backpressure (BP) algorithm for routing, where the bias is learned through a graph neural network that seeks to minimize end-to-end delay. Cl…

eess.SY2022★ 24 cited

Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks

Boning Li, Gunjan Verma, Santiago Segarra

We develop a novel graph-based trainable framework to maximize the weighted sum energy efficiency (WSEE) for power allocation in wireless communication networks. To address the non…