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The Open Radio Access Network (Open RAN) aims to enable disaggregated, virtualized, programmable, and data-driven intelligent network with open interfaces to support various real-time and non-real-time applications for different classes of…

Open Radio Access Network (O-RAN) is a key architectural paradigm for 5G and beyond cellular networks, enabling the adoption of intelligent and efficient resource management solutions. Meanwhile, diffusion models have demonstrated…

网络与互联网体系结构 · 计算机科学 2025-08-25 Peihao Yan , Huacheng Zeng , Y. Thomas Hou

Spectrum sharing and dynamic spectrum reuse are becoming increasingly critical in modern wireless networks to address spectrum scarcity. However, these techniques inevitably increase Cross-Technology Interference (CTI). In this context, the…

信号处理 · 电气工程与系统科学 2026-04-14 Dieter Verbruggen , Hazem Sallouha , Sofie Pollin

Large language models (LLMs) are increasingly deployed in enterprise settings where they interact with multiple users and are trained or fine-tuned on sensitive internal data. While fine-tuning enhances performance by internalizing domain…

The Radio Access Network (RAN) is a critical component of modern telecommunications infrastructure, currently evolving towards disaggregated and open architectures. These advancements are pivotal for integrating intelligent, data-driven…

网络与互联网体系结构 · 计算机科学 2025-09-18 Abdelrahim Ahmad , Peizheng Li , Robert Piechocki , Rui Inacio

Open-Radio Access Network (O-RAN) has become an important paradigm for 5G and beyond radio access networks. This paper presents an xApp called xSlice for the Near-Real-Time (Near-RT) RAN Intelligent Controller (RIC) of 5G O-RANs. xSlice is…

系统与控制 · 电气工程与系统科学 2026-01-13 Peihao Yan , Jie Lu , Huacheng Zeng , Y. Thomas Hou

Open Radio Access Network (RAN) enables flexible, AI-driven control of mobile networks through disaggregated, multi-vendor components. In this architecture, xApps handle real-time functions, whereas rApps in the non-real-time controller…

系统与控制 · 电气工程与系统科学 2026-03-10 Haiyuan Li , Yulei Wu , Dimitra Simeonidou

O-RAN establishes an advanced radio access network (RAN) architecture that supports inter-operable, multi-vendor, and artificial intelligence (AI) controlled wireless access networks. The unique components, interfaces, and technologies of…

密码学与安全 · 计算机科学 2023-04-13 Aly Sabri Abdalla , Vuk Marojevic

Next-generation (NextG) cellular networks are designed to support emerging applications with diverse data rate and latency requirements, such as immersive multimedia services and large-scale Internet of Things deployments. A key enabling…

网络与互联网体系结构 · 计算机科学 2026-04-02 Deemah H. Tashman , Soumaya Cherkaoui

The management of future AI-native Next-Generation (NextG) Radio Access Networks (RANs), including 6G and beyond, presents a challenge of immense complexity that exceeds the capabilities of traditional automation. In response, we introduce…

网络与互联网体系结构 · 计算机科学 2025-09-16 Oluwaseyi Giwa , Michael Adewole , Tobi Awodumila , Pelumi Aderinto

The ongoing transformation of mobile networks from proprietary physical network boxes to virtualized functions and deployment models has led to more scalable and flexible network architectures capable of adapting to specific use cases. As…

系统与控制 · 电气工程与系统科学 2022-12-23 Tolga O. Atalay , Sudip Maitra , Dragoslav Stojadinovic , Angelos Stavrou , Haining Wang

Large Language Models (LLMs) can revolutionize how we deploy and operate Open Radio Access Networks (O-RAN) by enhancing network analytics, anomaly detection, and code generation and significantly increasing the efficiency and reliability…

网络与互联网体系结构 · 计算机科学 2024-07-16 Pranshav Gajjar , Vijay K. Shah

6G Open Radio Access Networks (O-RAN) promises to open data interfaces to enable plug-and-play service Apps, many of which are consumer and business-facing. Opening up 6G access lowers the barrier to innovation but raises the challenge that…

网络与互联网体系结构 · 计算机科学 2024-10-16 Yun Tang , Weisi Guo

Openness and intelligence are two enabling features to be introduced in next generation wireless networks, e.g. Beyond 5G and 6G, to support service heterogeneity, open hardware, optimal resource utilization, and on-demand service…

系统与控制 · 电气工程与系统科学 2022-11-09 Bo Tang , Vijay K. Shah , Vuk Marojevic , Jeffrey H. Reed

5G and beyond mobile networks will support heterogeneous use cases at an unprecedented scale, thus demanding automated control and optimization of network functionalities customized to the needs of individual users. Such fine-grained…

The O-RAN architecture enables a more flexible and dynamic radio access network (RAN) control by separating hardware and software components. However, the distributed nature of the O-RAN architecture also presents several challenges for…

网络与互联网体系结构 · 计算机科学 2023-11-30 Cezary Adamczyk

The open radio access network (O-RAN) RAN intelligent controller (RIC) hosts data-driven xApps and rApps to optimize network performance. However, two challenges hinder ML-driven xApp/rApp development: (i) key performance metric (KPM) data…

网络与互联网体系结构 · 计算机科学 2026-05-26 Md Sharif Hossen , Zifan Zhang , Dara Ron , Yuchen Liu , Vijay K. Shah

Openness and programmability in the O-RAN architecture enable closed-loop control of the Radio Access Network (RAN). Artificial Intelligence (AI)-driven xApps, in the near-real-time RAN Intelligent Controller (RIC), can learn from network…

网络与互联网体系结构 · 计算机科学 2026-02-04 Angelo Feraudo , Stefano Maxenti , Andrea Lacava , Leonardo Bonati , Paolo Bellavista , Michele Polese , Tommaso Melodia

The future mobile network has the complex mission of distributing available radio resources among various applications with different requirements. The radio access network slicing enables the creation of different logical networks by…

网络与互联网体系结构 · 计算机科学 2025-10-01 Cleverson Nahum , Salvatore D'Oro , Pedro Batista , Cristiano Both , Kleber Cardoso , Aldebaro Klautau , Tommaso Melodia

Large Language Models are fundamental actors in the modern IT landscape dominated by AI solutions. However, security threats associated with them might prevent their reliable adoption in critical application scenarios such as government…

密码学与安全 · 计算机科学 2025-11-10 Marco Arazzi , Vignesh Kumar Kembu , Antonino Nocera , Vinod P