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cs.NI2024
To RL or not to RL? An Algorithmic Cheat-Sheet for AI-Based Radio Resource Management
Lorenzo Maggi, Matthew Andrews, Ryo Koblitz
Several Radio Resource Management (RRM) use cases can be framed as sequential decision planning problems, where an agent (the base station, typically) makes decisions that influenc…
cs.NI2023
Reducing the Environmental Impact of Wireless Communication via Probabilistic Machine Learning
A. Ryo Koblitz, Lorenzo Maggi, Matthew Andrews
Machine learning methods are increasingly adopted in communications problems, particularly those arising in next generation wireless settings. Though seen as a key climate mitigati…