Author

Ayman Younis

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Preprint Oct 2026

FedRIC: Heterogeneity-Aware Federated Learning with Hard Deadline Constraints in Open RAN

Open Radio Access Networks (O-RANs) bring intelligence to disaggregated RANs through virtualized platforms and open interfaces, but the stringent latency budgets of the RAN Intelligent Controller (RIC) and heterogeneous traffic conditions make real-time deployment costly. Centralized learning is ill-suited to the RIC d...

Adhwaa Alchaab, Ayman Younis, Dario Pompili · 0 citations

#artificial intelligence Preprint Oct 2026

X-RIC: An Agentic RAN-Intelligent Controller Benchmark for Enhancing Reinforcement Learning

The O-RAN ALLIANCE introduces architectural flexibility through disaggregation and AI-driven control. While the RAN Intelligent Controller (RIC) enables centralized optimization, current AI approaches lack reasoning capabilities and explainability. We propose eXplainable RIC (X-RIC), a novel framework integrating agent...

Adhwaa Alchaab, Ayman Younis, Dario Pompili · 0 citations