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cs.NI2025★ 1 cited
Reinforcement Learning with Graph Attention for Routing and Wavelength Assignment with Lightpath Reuse
Michael Doherty, Alejandra Beghelli
Many works have investigated reinforcement learning (RL) for routing and spectrum assignment on flex-grid networks but only one work to date has examined RL for fixed-grid with fle…
cs.NI2025
Reinforcement Learning for Dynamic Resource Allocation in Optical Networks: Hype or Hope?
Michael Doherty, Robin Matzner, Rasoul Sadeghi +2
The application of reinforcement learning (RL) to dynamic resource allocation in optical networks has been the focus of intense research activity in recent years, with almost 100 p…