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~ similar to 2607.01019· 20 results

cs.CRcs.NIRecentMar 22, 2026

Security and Privacy in O-RAN for 6G: A Comprehensive Review of Threats and Mitigation Approaches

Lujia Liang, Lei Zhang

This paper provides a comprehensive review of the security vulnerabilities and privacy challenges inherent in the Open Radio Access Network (O-RAN) architecture for the 6G era, systematically categori…

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cs.NIPositionRecentJun 25, 2026

Toward AI-Native 6G Air Interface: A 3GPP Perspective on Protocol Framework

Xingqin Lin

This paper proposes a protocol framework for making the 6G air interface AI-native, focusing on interoperability and preserving implementation freedom.

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cs.CRcs.ETRecentJun 2, 2026

Q-FE: A Quantum-Native 6G Far-Edge Architecture Securing Industrial IoT Digital Twins via CSIDH-PQC and Asynchronous Federated Learning

Vincenzo Sammartino

The paper proposes Q-FE, a novel Quantum-Native 6G Far-Edge architecture that secures Industrial IoT Digital Twins by integrating micro-digital twins, compact post-quantum key exchange, and asynchrono…

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cs.CRcs.NITheoreticalRecentJul 9, 2026

Privacy-Preserving Intent Fulfilment and Assurance for 6G RAN

Joss Armstrong

This paper proposes an architecture for privacy-preserving intent fulfilment and assurance in 6G networks using a coordinator and aggregate PM counters.

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cs.CReess.SPRecentMay 14, 2026

Model Forensics in AI-Native Wireless Networks: Taxonomy, Applications, and Case Study

Pengyu Chen, Weiyang Li, Jin Xu, Jiacheng Wang +3 more

This paper surveys model forensics in AI-native wireless networks, detailing key security problems and demonstrating practical workflows for verifying model authenticity and detecting malicious functi…

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cs.NIPositionRecentJul 27, 2026

6G: From Connectivity Infrastructure to Guaranteed Digital Services

David Soldani, Petrit Nahi, Awn Muhammad, Nikhil Dwivedi +2 more

This paper argues for a new approach to designing sixth-generation mobile networks, prioritizing control, customer outcomes, business guarantees, software-driven operations, and technology.

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cs.NITheoreticalRecentJul 20, 2026

Token Communications (TokCom): A Unified AI-Native Communication Framework

Yaru Fu, Liang Ji, Sabita Maharjan, Tony Q. S. Quek

This paper proposes a new communication framework, TokCom, for 6G wireless networks where tokens from large language models become the fundamental entities for information exchange.

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cs.NIRecentJun 30, 2026

Beyond Wireless Security: Covert Communications in Large Language Model-enabled Edge Networks

Yuanai Xie, Jiaxin Chen, Zhaozhi Liu

This paper proposes a covert communications and computations approach to enhance security and efficiency of large language model-enabled edge networks.

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cs.CRRecentMay 26, 2026

Intent-based Security Management Using the TM Forum TR292I Security Ontology

Loay Abdelrazek

The paper proposes a declarative, autonomous, self-protecting framework for securing complex 5G/6G networks by leveraging a standardized security ontology and automated graph reasoning to neutralize l…

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cs.CRRecentMay 28, 2026

Protecting On-Device AI Inference: A Systematic Review of Attacks and Defence Mechanisms

Zisis Tsiatsikas, Alexandros Fakis, Georgios Karopoulos, Vasileios Kouliaridis +1 more

This paper provides the first comprehensive review of threats and defenses specifically targeting on-device AI inference, revealing a significant imbalance where certain attack types, like adversarial…

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cs.CRRecentMar 24, 2026

An Experimental Study of Machine Learning-Based Intrusion Detection for OPC UA over Industrial Private 5G Networks

Song Son Ha, Kunal Singh, Florian Foerster, Henry Beuster +3 more

This paper experimentally demonstrates the high detection performance of machine learning-based intrusion detection systems for identifying cyberattacks targeting OPC UA applications running over priv…

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cs.NIcs.AITheoreticalRecentJul 7, 2026

From Agentic to Autogenic Network Management for AI-Native 6G and Beyond: A Standards Perspective

Petar Djukic, Sudipta Acharya, Takai Eddine Kennouche, Burak Kantarci

This paper proposes Autogenic network management, a self-programming extension to agentic AI for next-generation network management in 6G networks.

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cs.CRcs.LGRecentMar 25, 2026

Toward a Multi-Layer ML-Based Security Framework for Industrial IoT

Aymen Bouferroum, Valeria Loscri, Abderrahim Benslimane

This paper proposes a lightweight, multi-layer Machine Learning-based security framework for Industrial IoT (IIoT) to enhance trust convergence and detect advanced threats.

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cs.CRRecentApr 5, 2026

Semantics Over Syntax: Uncovering Pre-Authentication 5G Baseband Vulnerabilities

Qiqing Huang, Xingyu Wang, Wanda Guo, Guofei Gu +1 more

The paper introduces Constraint-Guided Semantic Testing (ConSeT), a novel framework that systematically finds critical, pre-authentication vulnerabilities in 5G User Equipment (UE) by exploiting seman…

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cs.NIcs.AISurveyRecentJul 17, 2026

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization

Mazene Ameur, Abdelkader Mekrache, Bouziane Brik, Adlen Ksentini

This paper presents a tutorial-and-survey on integrating agentic AI into Next-Generation Networks (NGNs), addressing the gap in protocol integration, evaluation, and standardization alignment.

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cs.NIcs.DCEmpiricalRecentJun 29, 2026

SubEdge: A Subscriber-Centric Edge Computing Subsystem in 6G Networks for AI

Abdirazak Ali Asir Rage, Riccardo Pozza, Rahim Tafazolli

This paper proposes SubEdge, a Net4AI subsystem for per-subscriber edge computing and communication resource provisioning, ensuring service continuity during mobility.

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cs.ITcs.CRcs.ETRecentApr 27, 2026

Secure Integrated Sensing and Communication: Information Theory Offers Insights

Truman Welling, Onur Günlü, Aylin Yener

This paper surveys information-theoretic approaches to secure Integrated Sensing and Communication (ISAC), providing a comprehensive review of models, security formulations, and fundamental limits.

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cs.CRRecentMay 26, 2026

Secure UAV Swarms in Low-Altitude Wireless Networks: Challenges and Solutions

Yuntao Wang, Haojia Yang, Han Liu, Jianle Ba +1 more

This paper proposes a cloud-edge-end collaborative defense framework to secure UAV swarms against various threats like GPS spoofing and multi-hop intrusions, demonstrating its effectiveness through ex…

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cs.CRcs.AIcs.LGRecentApr 20, 2026

ExAI5G: A Logic-Based Explainable AI Framework for Intrusion Detection in 5G Networks

Saeid Sheikhi, Panos Kostakos, Lauri Loven

The paper proposes ExAI5G, a logic-based explainable AI framework that integrates a Transformer-based IDS with XAI techniques to provide highly accurate and transparent intrusion detection for 5G netw…

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cs.CRcs.AIRecentApr 7, 2026

Blockchain and AI: Securing Intelligent Networks for the Future

Joy Dutta, Hossien B. Eldeeb, Tu Dac Ho

This paper synthesizes the emerging field of blockchain and AI for securing intelligent networks by providing a comprehensive taxonomy, integration patterns, and an evaluation blueprint.

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