English
Related papers

Related papers: Generative Adversarial Learning for Intelligent Tr…

200 papers

The vision of the upcoming 6G technologies, characterized by ultra-dense network, low latency, and fast data rate is to support Pervasive AI (PAI) using zero-touch solutions enabling self-X (e.g., self-configuration, self-monitoring, and…

Artificial Intelligence · Computer Science 2023-07-24 Emna Baccour , Mhd Saria Allahham , Aiman Erbad , Amr Mohamed , Ahmed Refaey Hussein , Mounir Hamdi

Although the complete scope of the sixth generation of mobile technologies (6G) is still unclear, the prominence of the Internet of Things (IoT) and Artificial Intelligence (AI) / Machine Learning (ML) in the networking field is undeniable.…

Networking and Internet Architecture · Computer Science 2023-05-11 David Carrascal , Elisa Rojas , Diego Lopez-Pajares

When 5G began its commercialisation journey around 2020, the discussion on the vision of 6G also surfaced. Researchers expect 6G to have higher bandwidth, coverage, reliability, energy efficiency, lower latency, and an integrated…

Networking and Internet Architecture · Computer Science 2023-02-08 Shen Wang , M. Atif Qureshi , Luis Miralles-Pechuán , Thien Huynh-The , Thippa Reddy Gadekallu , Madhusanka Liyanage

The upcoming sixth generation (6G) communications systems are expected to support an unprecedented variety of applications, pervading every aspect of human life. It is clearly not possible to fulfill the service requirements without…

Signal Processing · Electrical Eng. & Systems 2021-02-09 Ahmet Yazar , Seda Doğan-Tusha , Hüseyin Arslan

The conventional device authentication of wireless networks usually relies on a security server and centralized process, leading to long latency and risk of single-point of failure. While these challenges might be mitigated by collaborative…

Cryptography and Security · Computer Science 2023-03-28 He Fang , Zhenlong Xiao , Xianbin Wang , Li Xu , Lajos Hanzo

The paper presents a novel approach of spoofing wireless signals by using a general adversarial network (GAN) to generate and transmit synthetic signals that cannot be reliably distinguished from intended signals. It is of paramount…

Signal Processing · Electrical Eng. & Systems 2019-05-09 Yi Shi , Kemal Davaslioglu , Yalin E. Sagduyu

Reliable data connectivity is vital for the ever increasingly intelligent, automated and ubiquitous digital world. Mobile networks are the data highways and, in a fully connected, intelligent digital world, will need to connect everything,…

Networking and Internet Architecture · Computer Science 2020-02-05 Marco Giordani , Michele Polese , Marco Mezzavilla , Sundeep Rangan , Michele Zorzi

Recent years have seen rapid deployment of mobile computing and Internet of Things (IoT) networks, which can be mostly attributed to the increasing communication and sensing capabilities of wireless systems. Big data analysis, pervasive…

Networking and Internet Architecture · Computer Science 2023-02-17 Dinh C. Nguyen , Peng Cheng , Ming Ding , David Lopez-Perez , Pubudu N. Pathirana , Jun Li , Aruna Seneviratne , Yonghui Li , H. Vincent Poor

The intelligent information society, which is highly digitized, intelligence inspired and globally data driven, will be deployed in the next decade. The next 6G wireless communication networks are the key to achieve this grand blueprint,…

Networking and Internet Architecture · Computer Science 2021-10-19 Wen-Xuan Long , Rui Chen , Marco Moretti , Wei Zhang , Jiandong Li

6G is the next-generation intelligent and integrated digital information infrastructure, characterized by ubiquitous interconnection, native intelligence, multi-dimensional perception, global coverage, green and low-carbon, native network…

Artificial Intelligence · Computer Science 2023-07-20 Ye Ouyang , Yaqin Zhang , Peng Wang , Yunxin Liu , Wen Qiao , Jun Zhu , Yang Liu , Feng Zhang , Shuling Wang , Xidong Wang

The future 6G network is envisioned to be AI-native, and as such, ML models will be pervasive in support of optimizing performance, reducing energy consumption, and in coping with increasing complexity and heterogeneity. A key challenge is…

Networking and Internet Architecture · Computer Science 2024-06-05 Adam Orucu , Farnaz Moradi , Masoumeh Ebrahimi , Andreas Johnsson

The integration of Artificial Intelligence (AI) in military communications and networking is reshaping modern defense strategies, enhancing secure data exchange, real-time situational awareness, and autonomous decision-making. This survey…

Systems and Control · Electrical Eng. & Systems 2025-04-08 Victor Monzon Baeza , Raúl Parada , Laura Concha Salor , Carlos Monzo

Generative Artificial Intelligence (GAI) stands at the forefront of AI innovation, demonstrating rapid advancement and unparalleled proficiency in generating diverse content. Beyond content creation, GAI has significant analytical abilities…

Cryptography and Security · Computer Science 2024-02-22 Changyuan Zhao , Hongyang Du , Dusit Niyato , Jiawen Kang , Zehui Xiong , Dong In Kim , Xuemin , Shen , Khaled B. Letaief

The high-performance generative artificial intelligence (GAI) represents the latest evolution of computational intelligence, while the blessing of future 6G networks also makes edge intelligence (EI) full of development potential. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-08 Ning Chen , Zhipeng Cheng , Xuwei Fan , Xiaoyu Xia , Lianfen Huang

Machine learning-based cybersecurity systems are highly vulnerable to adversarial attacks, while Generative Adversarial Networks (GANs) act as both powerful attack enablers and promising defenses. This survey systematically reviews…

Cryptography and Security · Computer Science 2025-10-01 Tharcisse Ndayipfukamiye , Jianguo Ding , Doreen Sebastian Sarwatt , Adamu Gaston Philipo , Huansheng Ning

Artificial Intelligence (AI) has advanced significantly in various domains like healthcare, finance, and cybersecurity, with successes such as DeepMind's medical imaging and Tesla's autonomous vehicles. As telecommunications transition from…

Networking and Internet Architecture · Computer Science 2024-07-17 Bushra Sabir , Shuiqiao Yang , David Nguyen , Nan Wu , Alsharif Abuadbba , Hajime Suzuki , Shangqi Lai , Wei Ni , Ding Ming , Surya Nepal

Spectrum sharing is increasingly vital in 6G wireless communication, facilitating dynamic access to unused spectrum holes. Recently, there has been a significant shift towards employing machine learning (ML) techniques for sensing spectrum…

Cryptography and Security · Computer Science 2024-06-19 Viet Vo , Thusitha Dayaratne , Blake Haydon , Xingliang Yuan , Shangqi Lai , Sharif Abuadbba , Hajime Suzuki , Carsten Rudolph

Recently the Generative Adversarial Network has become a hot topic. Considering the application of GAN in multi-user environment, we propose Distributed-GAN. It enables multiple users to train with their own data locally and generates more…

Machine Learning · Computer Science 2019-11-20 Xiaoyu Wang , Ye Deng , Jinjun Wang

Mobile communications have been undergoing a generational change every ten years. Whilst we are just beginning to roll out 5G networks, significant efforts are planned to standardize 6G that is expected to be commercially introduced by…

Networking and Internet Architecture · Computer Science 2022-10-10 Rainer Liebhart , Mansoor Shafi , Gajan Shivanandan , Devaki Chandramouli , Laurent Thiebaut

In this tutorial paper, we look into the evolution and prospect of network architecture and propose a novel conceptual architecture for the 6th generation (6G) networks. The proposed architecture has two key elements, i.e., holistic network…

Networking and Internet Architecture · Computer Science 2023-01-03 Xuemin , Shen , Jie Gao , Wen Wu , Mushu Li , Conghao Zhou , Weihua Zhuang