#network-control News & Analysis

2 articles tagged with #network-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Jun 236/10

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AI-Native Network Controller: A Modular Framework for Safe Agentic Control of Multi-Domain Network Infrastructure

Researchers introduce AI-Native Network Controller (AI-NNC), an open-source modular framework enabling coordinated AI control across heterogeneous network infrastructure spanning radio access, optical transport, and core networks. The system prioritizes safety by routing AI agent commands through validated domain-specific applications rather than direct equipment access, addressing a critical gap in 6G network management.

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.