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~ similar to 2607.07584· 20 results

cs.NIEmpiricalRecentJul 20, 2026

Cost-Aware Uplink MPQUIC Scheduling via Multi-Objective Bayesian Optimization

Thanh Trung Nguyen, Thanh Le, Phi Le Nguyen, Kien Nguyen

This paper proposes a Bayesian Optimization-based framework for multipath QUIC (MPQUIC) scheduling that jointly considers maximum upload completion time and total LTE usage, identifying Pareto-efficie…

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cs.NIEmpiricalRecentJul 8, 2026

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks

Junjie Wu, Lingjian Zhou, Zerui Shao, Yi Zou +3 more

Proposed EvoOMG framework optimizes throughput in heterogeneous Wi-Fi networks with both legacy and MLO-capable stations using an evolution-oriented multi-agent guidance approach.

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cs.NIEmpiricalRecentJul 20, 2026

Self-Directed Spectrum Allocation Framework for Integrated TN-NTN 6G Networks

Vaskar Chakma, Wooyeol Choi

This paper proposes a self-adaptive channel assignment framework using Q-learning to optimize system throughput, user fairness, and interference mitigation.

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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.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.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.ITcs.AIcs.LGEmpiricalRecentJul 7, 2026

AirPASS: Over-the-Air Federated Learning via Pinching Antenna Systems

Seyed Mohammad Azimi-Abarghouyi, Christopher G. Brinton

This paper proposes AirPASS, an alternating optimization framework for over-the-air federated learning in wireless systems using a multi-waveguide pinching antenna system.

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cs.ITcs.AIRecentMay 31, 2026

Digital Twin-Assisted Adaptive Multi-Agent DRL for Intelligent Spectrum and Resource Management in Open-RAN UAV-Enabled 6G Networks

Marwan Dhuheir, Thang X. Vu, Symeon Chatzinotas

The paper proposes a Digital Twin-assisted Adaptive Multi-Agent Deep Reinforcement Learning framework to intelligently manage spectrum and resources in complex, dynamic Open-RAN 6G networks utilizing…

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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.NIeess.SYEmpiricalRecentJul 24, 2026

Location-Aware NAS Timer Optimization in NTN-TN Integrated Networks

Cheng Liu, Peng Hu

This paper proposes a UE-specific NAS timer optimization method for LEO NTN-TN integrated networks, reducing registration latency, energy consumption, and avoidable attempts.

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cs.CRSurveyRecentJul 1, 2026

Toward a Unified Security and Privacy Framework for AI-Native 6G Networks

Bidushi Barua, Ahsan Khan, Kangfeng Ye, Panagiotis Papanastasiou +5 more

This paper presents a comprehensive survey of security and privacy in AI-native 6G networks from a cross-layer perspective, developing a threat taxonomy, analyzing representative threats, and identify…

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cs.NIEmpiricalRecentJul 17, 2026

App-Based Performance Characterization of Cellular and Wi-Fi Networks in Dense Stadium Deployments

Hardani Ismu Nabil, Muhammad Iqbal Rochman, S. M. Haider Ali Shuvo, Joshua Roy Palathinkal +1 more

This paper evaluates user-perceived performance and QoE of wireless networks at Notre Dame Stadium during football games using commercial smartphones for web browsing, WhatsApp messaging, and Instagra…

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cs.NIcs.AIRecentMay 29, 2026

AgentxGCore: Agentic AI for Next-Generation Mobile Core Network

Maria Katarine Santana Barbosa, Kelvin L. Dias

The paper proposes AgentxGCore, an Agentic AI-Native layer that extends the 3GPP core network to enable self-organizing, self-adapting, and continuously optimized network management for 6G.

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cs.NIEmpiricalRecentJul 24, 2026

Twin-Fidelity-Aware Resolution of Direct xApp Conflicts in Open RAN

Akram Almohammedi, Mohammed Balfaqih, Sam Darshi, Rami Langar +1 more

This paper proposes an arbiter for resolving conflicts between xApps in Open RAN by monitoring the fidelity of a network digital twin and switching between actions based on observed utility.

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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.ITcs.AIcs.MAEmpiricalRecentJul 20, 2026

Autonomous Discovery of Wireless Communications Algorithms

Fayçal Aït Aoudia, Jakob Hoydis, Sebastian Cammerer, Gian Marti +3 more

The paper introduces The AI Telco Engineer (AITE), a framework for autonomously designing wireless communication algorithms using large language models, achieving better performance and reduced latenc…

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