Reinforcement learning-based SDN routing scheme empowered by causality detection and GNN
Yuanhao He,
Geyang Xiao,
Jun Zhu
et al.
Abstract:In recent years, with the rapid development of network applications and the increasing demand for high-quality network service, quality-of-service (QoS) routing has emerged as a critical network technology. The application of machine learning techniques, particularly reinforcement learning and graph neural network, has garnered significant attention in addressing this problem. However, existing reinforcement learning methods lack research on the causal impact of agent actions on the interactive environment, an… Show more
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