91 citations · 95 across the 13 of their papers we have counts for
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cs.LG2021
Bayesian Active Meta-Learning for Black-Box Optimization
Ivana Nikoloska, Osvaldo Simeone
Data-efficient learning algorithms are essential in many practical applications for which data collection is expensive, e.g., for the optimal deployment of wireless systems in unkn…
cs.NI2021★ 1 cited
Modular Meta-Learning for Power Control via Random Edge Graph Neural Networks
Ivana Nikoloska, Osvaldo Simeone
In this paper, we consider the problem of power control for a wireless network with an arbitrarily time-varying topology, including the possible addition or removal of nodes. A dat…
cs.IT2021
Fast Power Control Adaptation via Meta-Learning for Random Edge Graph Neural Networks
Ivana Nikoloska, Osvaldo Simeone
Power control in decentralized wireless networks poses a complex stochastic optimization problem when formulated as the maximization of the average sum rate for arbitrary interfere…