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cs.NI2026
Graph Neural Network-Driven Deep Reinforcement Learning for Scalable RIS Allocation
Martin Mark Zan, Stefan Schwarz
Reconfigurable Intelligent Surfaces (RISs) offer a promising paradigm to mitigate blockage and extend millimeter-wave coverage in 6G multi-cell networks. However, dynamically alloc…
cs.NI2026
Cooperative Deep Reinforcement Learning for Fair RIS Allocation
Martin Mark Zan, Stefan Schwarz
The deployment of reconfigurable intelligent surfaces (RISs) introduces new challenges for resource allocation in multi-cell wireless networks, particularly when user loads are une…
cs.NI2026
Auction-Based RIS Allocation With DRL: Controlling the Cost-Performance Trade-Off
Martin Mark Zan, Stefan Schwarz
We study the allocation of reconfigurable intelligent surfaces (RISs) in a multi-cell wireless network, where base stations compete for control of shared RIS units deployed at the…