2 papers
eess.SP2026
Long-Horizon Wireless Link Scheduling with State-Augmented Graph Neural Networks
Romina Garcia Camargo, Zhiyang Wang, Navid NaderiAlizadeh +1
We address optimal link scheduling in large-scale wireless networks. The goal is to schedule transmissions over a time horizon so that to maximize sum rate while ensuring that aver…
cs.LG2026
Limit Analysis of Graph Neural Networks with Wireless Conflict Graphs
Romina Garcia Camargo, Zhiyang Wang, Alejandro Ribeiro
Graph Neural Networks (GNNs) have emerged as a powerful tool for wireless resource allocation that leverages the underlying graph structure of communication networks. Their transfe…