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20242026
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6 papers · 1 filter

cs.NI2026

Physical-AI: From Channel Awareness to Environmental Intelligence in 6G Wireless Networks

Farooque Hassan Kumbhar, Kapal Dev, Sunder Ali Khowaja +3

Conventional wireless networks rely on instantaneous channel state information (CSI) and react to channel variations without explicitly modeling the physical environment, limiting…

cs.NI2025

Agentic AI for Ultra-Modern Networks: Multi-Agent Framework for RAN Autonomy and Assurance

Sukhdeep Singh, Avinash Bhat, Shweta M +6

The increasing complexity of Beyond 5G and 6G networks necessitates new paradigms for autonomy and assur- ance. Traditional O-RAN control loops rely heavily on RIC- based orchestra…

cs.NI2025

Advanced Architectures Integrated with Agentic AI for Next-Generation Wireless Networks

Kapal Dev, Sunder Ali Khowaja, Keshav Singh +2

This paper investigates a range of cutting-edge technologies and architectural innovations aimed at simplifying network operations, reducing operational expenditure (OpEx), and ena…

cs.NI2025

On the Architectural Split and Radio Intelligence Controller Placement in Integrated O-RAN-enabled Non-Terrestrial Networks

Jorge Baranda, Marius Caus, Luis Blanco +5

The integration of Terrestrial Networks (TNs) with Non-Terrestrial Networks (NTNs) poses unique architectural and functional challenges due to heterogeneous propagation conditions,…

cs.NI2025

Blockchain for Federated Learning in the Internet of Things: Trustworthy Adaptation, Standards, and the Road Ahead

Farhana Javed, Engin Zeydan, Josep Mangues-Bafalluy +2

As edge computing gains prominence in Internet of Things (IoTs), smart cities, and autonomous systems, the demand for real-time machine intelligence with low latency and model reli…

cs.NI2025

Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction

Engin Zeydan, Cristian J. Vaca-Rubio, Luis Blanco +3

Non-Terrestrial Networks (NTNs) are becoming a critical component of modern communication infrastructures, especially with the advent of Low Earth Orbit (LEO) satellite systems. Tr…