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cs.LG2026
A Graph-Based Approach to Spectrum Demand Prediction Using Hierarchical Attention Networks
Mohamad Alkadamani, Halim Yanikomeroglu, Amir Ghasemi
The surge in wireless connectivity demand, coupled with the finite nature of spectrum resources, compels the development of efficient spectrum management approaches. Spectrum shari…
cs.LG2025
Data-Driven Spectrum Demand Prediction: A Spatio-Temporal Framework with Transfer Learning
Amin Farajzadeh, Hongzhao Zheng, Sarah Dumoulin +3
Accurate spectrum demand prediction is crucial for informed spectrum allocation, effective regulatory planning, and fostering sustainable growth in modern wireless communication ne…