DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks

6 May 2019

Papers citing "DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks"

3 / 3 papers shown

Title
Reinforcement Learning for Dynamic Resource Allocation in Optical Networks: Hype or Hope? Michael Doherty Robin Matzner Rasoul Sadeghi Polina Bayvel Alejandra Beghelli 65 0 0 18 Feb 2025
Model-free reinforcement learning with noisy actions for automated experimental control in optics Lea Richtmann Viktoria-S. Schmiesing Dennis Wilken Jan Heine Aaron Tranter Avishek Anand Tobias J. Osborne M. Heurs 33 2 0 24 May 2024
MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering Guillermo Bernárdez José Suárez-Varela Albert Lopez Xiang Shi Shihan Xiao Xiangle Cheng Pere Barlet-Ros A. Cabellos-Aparicio 33 24 0 31 Mar 2023