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Related Articles from SNS
COSMO: O-RAN-Based Service Management and Orchestration for Cross-Technology Multi-Tenant Radio Access Networks
arXiv:2606.05012v1 Announce Type: new Abstract: The evolution toward 6G networks envisions a heterogeneous Radio Access Network (RAN) comprising diverse access technologies, such as private 5G, public 4G/5G, and Wi-Fi, managed by multiple stakeholders. While considerable research effort has been devoted to O-RAN-based frameworks enabling rApp and xApp implementation and validation, few works provide integrated support for cross-technology RAN orchestration, end-to-end multi-tenancy, and a...
Advanced AI Service Provisioning in O-RAN through LLM Engine Integration
Announce Type: replace Abstract: The Open Radio Access Network (O-RAN) architecture allows AI to be embedded directly into the RAN through modular xApps and rApps, yet creating these applications collecting data, training models, writing code, and deploying them safely remains slow and largely manual. Large Language Models (LLMs) offer strong reasoning and code-generation capabilities but are unsuited for the fast, deterministic inference required in real-time RAN control. We present a...
Explainable Runtime Dependency Tracking for AI-RAN Conflict Monitoring
arXiv:2606.06663v1 Announce Type: new Abstract: Future AI-integrated Radio Access Networks (AI-RAN) will combine open programmability with learning-enabled xApps, rApps, and control functions that act on shared parameters and key performance indicators (KPIs). For conflict monitoring, it is not enough to know which applications are deployed; the system must also know whether the parameter--KPI dependencies assumed by runtime diagnosis remain valid under the current operating regime. This...
Demo: BeGREEN Intelligence Plane for AI-driven Energy Efficient O-RAN management
arXiv:2606.05000v1 Announce Type: new Abstract: Cellular networks management is being enhanced by O-RAN architecture and AI/ML solutions, enabling automated intelligent control loops for RAN optimization across various use cases. Ensuring energy sustainability is crucial to minimizing the impact of mobile networks on global energy consumption.
Israel faces growing pressure over alleged abuse of Gaza flotilla members
Israel faces mounting international outrage over allegations of rape, beatings and humiliation of international activists detained on a flotilla attempting to break its naval blockade of Gaza. A string of countries, including France, Italy, Germany, Belgium, Greece, Spain, Ireland and the Netherlands, have called out the alleged abuse of their nationals after Israeli commandos boarded and detained participants of the Global Sumud Flotilla in international waters last month. At least 67 out...