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Computer Science Preprint PDF DOI

Decision-Theoretic Safety Assessment of Persona-Driven Multi-Agent Systems in O-RAN

Zeinab Nezami, Syed Ali Raza Zaidi, Maryam Hafeez, Louis Powell, Vara Prasad Talari, Mallik Tatipamula · 2026

Autonomous network management in Open Radio Access Networks requires intelligent decision making across conflicting objectives, yet existing LLM based multi agent systems employ homogeneous strategies…

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Computer Science Preprint PDF DOI

AI-Powered Conflict Management in Open RAN: Detection, Classification, and Mitigation

Abdul Wadud, Nima Afraz, Fatemeh Golpayegani · 2026

Open Radio Access Network (RAN) was designed with native Artificial Intelligence (AI) as a core pillar, enabling AI- driven xApps and rApps to dynamically optimize network performance. However, the in…

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Computer Science Preprint PDF DOI

How to Discover Knowledge for FutureG: Contextual RAG and LLM Prompting for O-RAN

Nathan Conger, Nathan Scollar, Kemal Davaslioglu, Yalin E. Sagduyu, Sastry Kompella · 2025

We present a retrieval-augmented question answering framework for 5G/6G networks, where the Open Radio Access Network (O-RAN) has become central to disaggregated, virtualized, and AI-driven wireless s…

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Computer Science Preprint PDF DOI

Artificial intelligence and the Gulf Cooperation Council workforce adapting to the future of work

Mohammad Rashed Albous, Melodena Stephens, Odeh Rashed Al-Jayyousi · 2025

The rapid expansion of artificial intelligence (AI) in the Gulf Cooperation Council (GCC) raises a central question: are investments in compute infrastructure matched by an equally robust build-out of…

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Computer Science Preprint PDF DOI

Communication Platform for Non-verbal Autistic children in Oman using Android mobile

Amna Al-Araimi, Yue Zheng, Haiming Liu · 2025

This paper discusses the issue regarding Non-verbal Autism Spectrum Disorder. It has been observed that this mental disorder is listed in major parts of the world including the US, UK, and India. To m…

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Computer Science Preprint PDF DOI

A Demonstration of Self-Adaptive Jamming Attack Detection in AI/ML Integrated O-RAN

Md Habibur Rahman, Md Sharif Hossen, Nathan H. Stephenson, Vijay K. Shah, Aloizio Da Silva · 2025

The open radio access network (O-RAN) enables modular, intelligent, and programmable 5G network architectures through the adoption of software-defined networking, network function virtualization, and …

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Computer Science Preprint PDF DOI

RU Energy Modeling for O-RAN in ns3-oran

Abdul Wadud, Nima Afraz · 2025

This paper presents a detailed and flexible power consumption model for Radio Units (RUs) in O-RAN using the ns3-oran simulator. This is the first ns3-oran model supporting xApp control to perform the…

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Computer Science Preprint PDF DOI

Joint Optimisation of Load Balancing and Energy Efficiency for O-RAN Deployments

Mohammed M. H. Qazzaz, Abdelaziz Salama, Maryam Hafeez, Syed A. R. Zaidi · 2025

Open Radio Access Network (O-RAN) architecture provides an intrinsic capability to exploit key performance monitoring (KPM) within Radio Intelligence Controller (RIC) to derive network optimisation th…

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Computer Science Preprint PDF DOI

Load Balancing for AI Training Workloads

Sarah McClure, Evyatar Cohen, Alex Shpiner, Mark Silberstein, Sylvia Ratnasamy, Scott Shenker, Isaac Keslassy · 2025

The extreme bandwidth demands of AI training has made load-balancing a critical component in AI fabrics, and a variety of load-balancing designs have emerged in recent work from both industry and rese…

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Computer Science Preprint PDF DOI

AI-Native Open RAN for Non-Terrestrial Networks: An Overview

Jikang Deng, S.Fizza Hassan, Hui Zhou, Saad Al-Ahmadi, Mohamed-Slim Alouini, Daniel B. Da Costa · 2025

Non-terrestrial network (NTN) is envisioned as a critical component of Sixth Generation (6G) networks by enabling ubiquitous services and enhancing network resilience. However, the inherent mobility a…

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Computer Science Preprint PDF DOI

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks

Syed Danial Ali Shah, Maryam Hafeez, Abdelaziz Salama, Syed Ali Raza Zaidi · 2025

The vision of AI-RAN convergence, as advocated by the AI-RAN Alliance, aims to unlock a unified 6G platform capable of seamlessly supporting AI and RAN workloads over shared infrastructure. However, t…

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Computer Science Preprint PDF DOI

NextG-GPT: Leveraging GenAI for Advancing Wireless Networks and Communication Research

Ahmad M. Nazar, Mohamed Y. Selim, Daji Qiao, Hongwei Zhang · 2025

Artificial intelligence (AI) and wireless networking advancements have created new opportunities to enhance network efficiency and performance. In this paper, we introduce Next-Generation GPT (NextG-G…

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Computer Science Preprint PDF DOI

Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN

Sebastian Cammerer, Guillermo Marcus, Tobias Zirr, Faycal Ait Aoudia, Lorenzo Maggi, Jakob Hoydis, Alexander Keller · 2025

We introduce the NVIDIA Sionna Research Kit, a GPU-accelerated research platform for developing and testing AI/ML algorithms in 5G NR cellular networks. Powered by the NVIDIA Jetson AGX Orin, the plat…

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Computer Science Preprint PDF DOI

AI Governance in the GCC States: A Comparative Analysis of National AI Strategies

Mohammad Rashed Albous, Odeh Rashed Al-Jayyousi, Melodena Stephens · 2025

Gulf Cooperation Council (GCC) states increasingly adopt Artificial Intelligence (AI) to drive economic diversification and enhance services. This paper investigates the evolving AI governance landsca…

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Computer Science Preprint PDF DOI

End-to-End Edge AI Service Provisioning Framework in 6G ORAN

Yun Tang, Udhaya Chandhar Srinivasan, Benjamin James Scott, Obumneme Umealor, Dennis Kevogo, Weisi Guo · 2025

With the advent of 6G, Open Radio Access Network (O-RAN) architectures are evolving to support intelligent, adaptive, and automated network orchestration. This paper proposes a novel Edge AI and Netwo…

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Computer Science Preprint PDF DOI

From DeepSense to Open RAN: AI/ML Advancements in Dynamic Spectrum Sensing and Their Applications

Ryan Barker · 2025

The integration of Artificial Intelligence (AI) and Machine Learning (ML) in next-generation wireless communication systems has become a cornerstone for advancing intelligent, adaptive, and scalable n…

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Computer Science Preprint PDF DOI

Advancements in Mobile Edge Computing and Open RAN: Leveraging Artificial Intelligence and Machine Learning for Wireless Systems

Ryan Barker, Tolunay Seyfi, Fatemeh Afghah · 2025

Mobile Edge Computing (MEC) and Open Radio Access Networks (ORAN) are transformative technologies in the development of next-generation wireless communication systems. MEC pushes computational resourc…

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Computer Science Preprint PDF DOI

Experimental Study of Low-Latency Video Streaming in an ORAN Setup with Generative AI

Andreas Casparsen, Van-Phuc Bui, Shashi Raj Pandey, Jimmy Jessen Nielsen, Petar Popovski · 2024

Current Adaptive Bit Rate (ABR) methods react to network congestion after it occurs, causing application layer buffering and latency spikes in live video streaming. We introduce a proactive semantic c…

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Computer Science Preprint PDF DOI

Generative AI on the Edge: Architecture and Performance Evaluation

Zeinab Nezami, Maryam Hafeez, Karim Djemame, Syed Ali Raza Zaidi · 2024

6G's AI native vision of embedding advance intelligence in the network while bringing it closer to the user requires a systematic evaluation of Generative AI (GenAI) models on edge devices. Rapidly em…

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Computer Science Preprint PDF DOI

Directed Testing of ORAN using a Partially Specified Declarative Digital Twin

Alan Gatherer, Chaitali Sengupta, Sudipta Sen, Jeffery H. Reed · 2024

Real Time performance testing can be divided into two distinct parts: system test and algorithm test. System test checks that the right functions operate on the right data within power, latency, and o…

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