The Roadmap to 6G -- AI Empowered Wireless Networks

26 April 2019

Papers citing "The Roadmap to 6G -- AI Empowered Wireless Networks"

50 / 61 papers shown

Title
Edge Large AI Models: Revolutionizing 6G Networks Zixin Wang Yuanming Shi Yong Zhou Jingyang Zhu Khaled B. Letaief 32 0 0 01 May 2025
Distributed Stochastic Gradient Descent with Staleness: A Stochastic Delay Differential Equation Based Framework Siyuan Yu Wei Chen H. V. Poor 32 0 0 17 Jun 2024
Federated Learning for 6G: Paradigms, Taxonomy, Recent Advances and Insights Maryam Ben Driss Essaid Sabir H. Elbiaze Walid Saad 30 7 0 07 Dec 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 23 19 0 10 Nov 2023
FedPEAT: Convergence of Federated Learning, Parameter-Efficient Fine Tuning, and Emulator Assisted Tuning for Artificial Intelligence Foundation Models with Mobile Edge Computing Terence Jie Chua Wen-li Yu Junfeng Zhao Kwok-Yan Lam FedML 26 5 0 26 Oct 2023
Large Language Models Empowered Autonomous Edge AI for Connected Intelligence Yifei Shen Jiawei Shao Xinjie Zhang Zehong Lin Hao Pan Dongsheng Li Jun Zhang Khaled B. Letaief 49 77 0 06 Jul 2023
Edge Learning for 6G-enabled Internet of Things: A Comprehensive Survey of Vulnerabilities, Datasets, and Defenses M. Ferrag Othmane Friha B. Kantarci Norbert Tihanyi Lucas C. Cordeiro Merouane Debbah Djallel Hamouda Muna Al-Hawawreh K. Choo 25 43 0 17 Jun 2023
FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning Zheqi Zhu Yuchen Shi Jia Luo Fei-Yue Wang Chenghui Peng Pingyi Fan Khaled B. Letaief FedML 37 20 0 11 Mar 2023
Virtual Reality in Metaverse over Wireless Networks with User-centered Deep Reinforcement Learning Wen-li Yu Terence Jie Chua Junfeng Zhao EgoV OffRL 20 5 0 08 Mar 2023
Network-Aided Intelligent Traffic Steering in 6G O-RAN: A Multi-Layer Optimization Framework Van-Dinh Nguyen T. Vu N. Nguyen Dinh C. Nguyen M. Juntti Nguyen Cong Luong D. Hoang Diep N. Nguyen Symeon Chatzinotas 24 22 0 06 Feb 2023
Asynchronous Hybrid Reinforcement Learning for Latency and Reliability Optimization in the Metaverse over Wireless Communications Wen-li Yu Terence Jie Chua Jun Zhao OffRL 19 20 0 30 Dec 2022
5G-NIDD: A Comprehensive Network Intrusion Detection Dataset Generated over 5G Wireless Network Sehan Samarakoon Yushan Siriwardhana P. Porambage Madhusanka Liyanage Sang-Yoon Chang Jinoh Kim Jong-Hoi Kim M. Ylianttila 16 74 0 02 Dec 2022
The Cost of Learning: Efficiency vs. Efficacy of Learning-Based RRM for 6G Seyyidahmed Lahmer Federico Chiariotti Andrea Zanella 32 1 0 30 Nov 2022
Task-Oriented Over-the-Air Computation for Multi-Device Edge AI Dingzhu Wen Xiang Jiao Peixi Liu Guangxu Zhu Yuanming Shi Kaibin Huang 48 38 0 02 Nov 2022
ISFL: Federated Learning for Non-i.i.d. Data with Local Importance Sampling Zheqi Zhu Yuchen Shi Pingyi Fan Chenghui Peng Khaled B. Letaief FedML 25 8 0 05 Oct 2022
Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures Andrea Lacava Michele Polese R. Sivaraj Rahul Soundrarajan Bhawani Shanker Bhati Tarunjeet Singh Tommaso Zugno F. Cuomo Tommaso Melodia 32 80 0 28 Sep 2022
Joint User and Data Detection in Grant-Free NOMA with Attention-based BiLSTM Network Saud Khan S. Durrani M. Shahab Sarah J. Johnson S. Çamtepe 20 5 0 14 Sep 2022
Trustworthy Federated Learning via Blockchain Zhanpeng Yang Yuanming Shi Yong Zhou Zixin Wang Kai Yang 34 68 0 13 Aug 2022
Defensive Distillation based Adversarial Attacks Mitigation Method for Channel Estimation using Deep Learning Models in Next-Generation Wireless Networks Ferhat Ozgur Catak Murat Kuzlu Evren Çatak Umit Cali Ozgur Guler AAML 17 26 0 12 Aug 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 21 56 0 01 Aug 2022
Scalable Joint Learning of Wireless Multiple-Access Policies and their Signaling Mateus P. Mota Álvaro Valcarce J. Gorce 16 6 0 08 Jun 2022
Interference Management for Over-the-Air Federated Learning in Multi-Cell Wireless Networks Zhibin Wang Yong Zhou Yuanming Shi W. Zhuang 30 68 0 06 Jun 2022
AI in 6G: Energy-Efficient Distributed Machine Learning for Multilayer Heterogeneous Networks M. A. Hossain A. Hossain N. Ansari 14 38 0 04 Jun 2022
Over-the-Air Federated Learning via Second-Order Optimization Peng Yang Yuning Jiang Ting Wang Yong Zhou Yuanming Shi Colin N. Jones 45 28 0 29 Mar 2022
Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen Jun Zhang Shenghui Song Khaled B. Letaief GNN AI4CE 25 111 0 21 Mar 2022
Artificial Intelligence in Vehicular Wireless Networks: A Case Study Using ns-3 Matteo Drago Tommaso Zugno Federico Mason M. Giordani Mate Boban M. Zorzi 19 7 0 10 Mar 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 37 416 0 24 Nov 2021
Dual Attention-Based Federated Learning for Wireless Traffic Prediction Chuanting Zhang Shuping Dang B. Shihada Mohamed-Slim Alouini 23 84 0 11 Oct 2021
Learn to Communicate with Neural Calibration: Scalability and Generalization Yifan Ma Yifei Shen Xianghao Yu Jun Zhang S. H. Song Khaled B. Letaief 34 12 0 01 Oct 2021
Semantic Communications With AI Tasks Yang Yang Caili Guo Fangfang Liu Chuanhong Liu Lunan Sun Qizheng Sun Jiujiu Chen 39 36 0 29 Sep 2021
Security and privacy for 6G: A survey on prospective technologies and challenges V. Nguyen Po-Ching Lin Bo-Chao Cheng Ren-Hung Hwang Ying-Dar Lin AILaw 25 279 0 26 Aug 2021
Bayesian Active Meta-Learning for Few Pilot Demodulation and Equalization K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 23 12 0 02 Aug 2021
Machine Learning-enhanced Receive Processing for MU-MIMO OFDM Systems Mathieu Goutay Fayçal Ait Aoudia J. Hoydis J. Gorce 11 0 0 30 Jun 2021
Fine-Grained Data Selection for Improved Energy Efficiency of Federated Edge Learning A. Albaseer M. Abdallah Ala I. Al-Fuqaha A. Erbad 31 35 0 20 Jun 2021
Over-the-Air Decentralized Federated Learning Yandong Shi Yong Zhou Yuanming Shi FedML 26 41 0 15 Jun 2021
Security Concerns on Machine Learning Solutions for 6G Networks in mmWave Beam Prediction Ferhat Ozgur Catak Evren Çatak Murat Kuzlu Umit Cali Devrim Unal AAML 35 44 0 09 May 2021
Wireless Federated Learning (WFL) for 6G Networks -- Part II: The Compute-then-Transmit NOMA Paradigm Pavlos S. Bouzinis P. Diamantoulakis G. Karagiannidis 25 37 0 24 Apr 2021
Wireless Federated Learning (WFL) for 6G Networks -- Part I: Research Challenges and Future Trends Pavlos S. Bouzinis P. Diamantoulakis G. Karagiannidis 18 48 0 24 Apr 2021
Channel Estimation and Hybrid Architectures for RIS-Assisted Communications Jiguang He N. Nguyen Rafaela Schroeder V. Tapio J. Kokkoniemi M. Juntti 10 15 0 14 Apr 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 38 401 0 05 Apr 2021
Threshold-Based Data Exclusion Approach for Energy-Efficient Federated Edge Learning A. Albaseer M. Abdallah Ala I. Al-Fuqaha A. Erbad 27 12 0 30 Mar 2021
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach Jiawei Shao Yuyi Mao Jun Zhang 47 212 0 08 Feb 2021
Multi-hop RIS-Empowered Terahertz Communications: A DRL-based Hybrid Beamforming Design Chongwen Huang Zhaohui Yang G. C. Alexandropoulos Kai Xiong Li Wei Chau Yuen Zhaoyang Zhang Merouane Debbah 29 325 0 22 Jan 2021
True-data Testbed for 5G/B5G Intelligent Network Yongming Huang Shengheng Liu Cheng Zhang X. You Hequan Wu 9 26 0 26 Nov 2020
6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications Emilio Calvanese Strinati Sergio Barbarossa 22 386 0 04 Nov 2020
Fast Convergence Algorithm for Analog Federated Learning Shuhao Xia Jingyang Zhu Yuhan Yang Yong Zhou Yuanming Shi Wei Chen FedML 29 31 0 30 Oct 2020
A Comprehensive Overview on 5G-and-Beyond Networks with UAVs: From Communications to Sensing and Intelligence Qingqing Wu Jie Xu Yong Zeng Derrick Wing Kwan Ng N. Al-Dhahir R. Schober A. L. Swindlehurst 32 352 0 19 Oct 2020
Towards Self-learning Edge Intelligence in 6G Yong Xiao Guangming Shi Yingyu Li Walid Saad H. Vincent Poor 28 94 0 01 Oct 2020
Deep Multi-Task Learning for Cooperative NOMA: System Design and Principles Yuxin Lu Peng Cheng Zhuo Chen W. Mow Yonghui Li B. Vucetic 24 13 0 27 Jul 2020
Intelligent O-RAN for Beyond 5G and 6G Wireless Networks Solmaz Niknam A. Roy Harpreet S. Dhillon Sukhdeep Singh Rahul Banerji Jeffrey H. Reed N. Saxena Seungil Yoon 11 138 0 17 May 2020