AINeutralarXiv – CS AI · Mar 54/10
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Selecting Offline Reinforcement Learning Algorithms for Stochastic Network Control
Research evaluates offline reinforcement learning algorithms for wireless network control, finding Conservative Q-Learning produces more robust policies under stochastic conditions than sequence-based methods. The study provides practical guidance for AI-driven network management in O-RAN and 6G systems where online exploration is unsafe.