Edge Large AI Models: Revolutionizing 6G Networks

Authors: Wang, Zixin, Shi, Yuanming, Zhou, Yong, Zhu, Jingyang, Letaief, Khaled. B.

Source: IEEE Communications Magazine. 63:36-42

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), Signal Processing (eess.SP), FOS: Computer and information sciences, Computer Science - Machine Learning, FOS: Electrical engineering, electronic engineering, information engineering, Electrical Engineering and Systems Science - Signal Processing, Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2505.00321

SignCRF: Scalable Channel-Agnostic Data-Driven Radio Authentication System

Authors: Amani Al-Shawabka, Philip Pietraski, Sudhir B Pattar, Pedram Johari, Tommaso Melodia

Source: IEEE Transactions on Mobile Computing. 24:9383-9394

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Cryptography and Security, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Cryptography and Security (cs.CR), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2303.12811

PACIFISTA: Conflict Evaluation and Management in Open RAN

Authors: Pietro Brach del Prever, Salvatore D’Oro, Leonardo Bonati, Michele Polese, Maria Tsampazi, Heiko Lehmann, Tommaso Melodia

Source: IEEE Transactions on Mobile Computing. 24:10590-10605

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, 9. Industry and infrastructure

Access URL: http://arxiv.org/abs/2405.04395

Hierarchical Learning and Computing Over Space-Ground Integrated Networks

Authors: Jingyang Zhu, Yuanming Shi, Yong Zhou, Chunxiao Jiang, Linling Kuang

Source: IEEE Transactions on Mobile Computing. 24:10423-10440

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), Signal Processing (eess.SP), FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Distributed, Parallel, and Cluster Computing, FOS: Electrical engineering, electronic engineering, information engineering, Distributed, Parallel, and Cluster Computing (cs.DC), Electrical Engineering and Systems Science - Signal Processing, Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2408.14116

Fast Adaptation for Deep Learning-Based Wireless Communications

Authors: Wang, Ouya, He, Hengtao, Zhou, Shenglong, Ding, Zhi, Jin, Shi, Letaief, Khaled B., Li, Geoffrey Ye

Source: IEEE Communications Magazine. 63:158-164

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), Signal Processing (eess.SP), FOS: Computer and information sciences, Emerging Technologies (cs.ET), FOS: Electrical engineering, electronic engineering, information engineering, Computer Science - Emerging Technologies, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2409.04302

Bridging Neural Networks And Wireless Systems with MIMO-OFDM Semantic Communications

Authors: Yoo, Hanju, Choi, Dongha, Kim, Yonghwi, Kim, Yoontae, Kim, Songkuk, Chae, Chan-Byoung, Heath Jr, Robert W.

Source: IEEE Wireless Communications. 32:48-55

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Computer Science - Information Theory, Information Theory (cs.IT)

Access URL: http://arxiv.org/abs/2501.16726

Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models

Authors: Yang, Wanting, Xiong, Zehui, Mao, Shiwen, Quek, Tony Q. S., Zhang, Ping, Debbah, Merouane, Tafazolli, Rahim

Source: IEEE Wireless Communications. 32:170-178

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences

Access URL: http://arxiv.org/abs/2408.08765

Enhancing Wireless Networks with Attention Mechanisms: Insights from Mobile Crowdsensing

Authors: Yang, Yaoqi, Du, Hongyang, Xiong, Zehui, Niyato, Dusit, Jamalipour, Abbas, Han, Zhu

Source: IEEE Wireless Communications. 32:152-161

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences

Access URL: http://arxiv.org/abs/2407.15483

Context-Aware Semantic Communication for the Wireless Networks

Authors: Liu, Guangyuan, Liu, Yinqiu, Wang, Jiacheng, Du, Hongyang, Niyato, Dusit, Kang, Jiawen, Xiong, Zehui, Jamalipour, Abbas

Source: IEEE Wireless Communications. 32:20-28

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), Signal Processing (eess.SP), FOS: Computer and information sciences, FOS: Electrical engineering, electronic engineering, information engineering, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2505.23249

Hierarchical Split Federated Learning: Convergence Analysis and System Optimization

Authors: Zheng Lin, Wei Wei, Zhe Chen, Chan-Tong Lam, Xianhao Chen, Yue Gao, Jun Luo

Source: IEEE Transactions on Mobile Computing. 24:9352-9367

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Computer Science - Machine Learning, Artificial Intelligence (cs.AI), Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, Distributed, Parallel, and Cluster Computing (cs.DC), Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2412.07197

GDSG: Graph Diffusion-Based Solution Generator for Optimization Problems in MEC Networks

Authors: Ruihuai Liang, Bo Yang, Pengyu Chen, Xuelin Cao, Zhiwen Yu, Mérouane Debbah, Dusit Niyato, H. Vincent Poor, Chau Yuen

Source: IEEE Transactions on Mobile Computing. 24:10264-10277

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, Computer Science - Machine Learning, Machine Learning (cs.LG)

Access URL: http://arxiv.org/abs/2412.08296

Reinforcement Learning With LLMs Interaction for Distributed Diffusion Model Services

Authors: Hongyang Du, Ruichen Zhang, Dusit Niyato, Jiawen Kang, Zehui Xiong, Shuguang Cui, Xuemin Shen, Dong In Kim

Source: Du, H, Zhang, R, Niyato, D, Kang, J, Xiong, Z, Cui, S, Shen, X & Kim, D I 2025, 'Reinforcement learning with LLMs interaction for distributed diffusion model services', IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 47, no. 10, pp. 8838-8855. https://doi.org/10.1109/TPAMI.2025.3584698

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences

File Description: application/pdf

Access URL: http://arxiv.org/abs/2311.11094
https://pure.qub.ac.uk/en/publications/09a283b1-0295-49f5-8dd7-3c0b06ee7226

Ruling the Unruly: Designing Effective, Low-Noise Network Intrusion Detection Rules for Security Operations Centers: Designing Effective, Low-Noise Network Intrusion Detection Rules for Security Operations Centers

Authors: Koen T. W. Teuwen, Tom Mulders, Emmanuele Zambon, Luca Allodi

Source: Proceedings of the 20th ACM Asia Conference on Computer and Communications Security. :1428-1441

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, rechtvaardigheid en sterke instellingen, SDG 16 - Peace, Computer Science - Cryptography and Security, SDG 16 – Vrede, Security Operations Center (SOC), Network Intrusion Detection Rules, Network Intrusion Detection System (NIDS), Cryptography and Security (cs.CR), Justice and Strong Institutions

Access URL: http://arxiv.org/abs/2501.09808

Starlink in Northern Europe: A New Look at Stationary and In-motion Performance

Authors: Ullah, Asad, Heikkinen, Antti, Uitto, Mikko, Höyhtyä, Marko, Anttonen, Antti, Mikhaylov, Konstantin, Lind, Timo

Source: 2025 IEEE International Mediterranean Conference on Communications and Networking (MeditCom). :1-7

Subject Terms: Computer Science - Networking and Internet Architecture, Networking and Internet Architecture (cs.NI), FOS: Computer and information sciences, satellite, ESIM, latency, mobility, throughput

Access URL: http://arxiv.org/abs/2502.15552
https://cris.vtt.fi/en/publications/c19ce3bb-6933-4297-8312-ddef91e29e8c
https://doi.org/10.1109/MeditCom64437.2025.11104426

Agentic Semantic Control for Autonomous Wireless Space Networks: Extending Space-O-RAN with MCP-Driven Distributed Intelligence

Authors: Baena, Eduardo, Testolina, Paolo, Polese, Michele, Aliaga, Sergi, Benincasa, Andrew, Koutsonikolas, Dimitrios, Jornet, Josep, Melodia, Tommaso

Subject Terms: Computer Science - Networking and Internet Architecture, Computer Science - Artificial Intelligence, Computer Science - Human-Computer Interaction, Electrical Engineering and Systems Science - Systems and Control

Access URL: http://arxiv.org/abs/2506.10925

Dynamic Beyond 5G and 6G Connectivity: Leveraging NTN and RIS Synergies for Optimized Coverage and Capacity in High-Density Environments

Authors: Farré, Valdemar, Estrada, Juan, Vega, David, Urquiza-Aguiar, Luis F, Peralvo, Juan A. Vásquez, Chatzinotas, Symeon

Subject Terms: Computer Science - Networking and Internet Architecture, Electrical Engineering and Systems Science - Signal Processing, Electrical Engineering and Systems Science - Systems and Control

Access URL: http://arxiv.org/abs/2506.10900

Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers

Authors: Chehade, Adel, Ragusa, Edoardo, Gastaldo, Paolo, Zunino, Rodolfo

Subject Terms: Computer Science - Networking and Internet Architecture, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2506.10851

Large Language Models-Empowered Wireless Networks: Fundamentals, Architecture, and Challenges

Authors: Khan, Latif U., Guizani, Maher, Muhaidat, Sami, Hong, Choong Seon

Subject Terms: Computer Science - Networking and Internet Architecture, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2506.10651

AI5GTest: AI-Driven Specification-Aware Automated Testing and Validation of 5G O-RAN Components

Authors: Ganiyu, Abiodun, Gajjar, Pranshav, Shah, Vijay K

Subject Terms: Computer Science - Networking and Internet Architecture, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2506.10111

Real-Time Network Traffic Forecasting with Missing Data: A Generative Model Approach

Authors: Deng, Lei, Xu, Wenhan, Li, Jingwei, Tsang, Danny H. K.

Subject Terms: Computer Science - Networking and Internet Architecture, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2506.09647