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相关论文: Generative AI for RF Sensing in IoT systems

200 篇论文

The integration of generative artificial intelligence (GenAI) into 6G networks promises substantial performance gains while simultaneously exposing novel security vulnerabilities rooted in multimodal data processing and autonomous…

密码学与安全 · 计算机科学 2025-11-20 Bui Duc Son , Trinh Van Chien , Dong In Kim

Deep learning has significantly advanced wireless sensing technology by leveraging substantial amounts of high-quality training data. However, collecting wireless sensing data encounters diverse challenges, including unavoidable data noise,…

信号处理 · 电气工程与系统科学 2023-12-25 Hanxiang He , Han Hu , Xintao Huan , Heng Liu , Jianping An , Shiwen Mao

Next-generation augmented reality (AR) promises a high degree of context-awareness - a detailed knowledge of the environmental, user, social and system conditions in which an AR experience takes place. This will facilitate both the closer…

人机交互 · 计算机科学 2023-03-27 Tim Scargill , Sangjun Eom , Ying Chen , Maria Gorlatova

Generative AI (GenAI) is rapidly advancing the field of Autonomous Driving (AD), extending beyond traditional applications in text, image, and video generation. We explore how generative models can enhance automotive tasks, such as static…

This paper explores the critical transition from Generative Artificial Intelligence (GenAI) to Innovative Artificial Intelligence (InAI). While recent advancements in GenAI have enabled systems to produce high-quality content across various…

机器学习 · 计算机科学 2025-03-17 Seyed Mahmoud Sajjadi Mohammadabadi

As Generative Artificial Intelligence (GenAI) technologies evolve at an unprecedented rate, global governance approaches struggle to keep pace with the technology, highlighting a critical issue in the governance adaptation of significant…

计算机与社会 · 计算机科学 2024-11-22 Jose Luna , Ivan Tan , Xiaofei Xie , Lingxiao Jiang

The increasing sophistication and integration of Generative AI (GenAI) models into diverse applications introduce new security challenges that traditional methods struggle to address. This research explores the critical need for proactive…

密码学与安全 · 计算机科学 2025-07-30 Sunil Kumar Jang Bahadur , Gopala Dhar , Lavi Nigam

Complex decision-making by autonomous machines and algorithms could underpin the foundations of future society. Generative AI is emerging as a powerful engine for such transitions. However, we show that Generative AI-driven developments…

机器人学 · 计算机科学 2026-01-15 Le Liu , Bangguo Yu , Nynke Vellinga , Ming Cao

In this paper, we propose a Meta-IoT system to achieve ubiquitous deployment and pervasive sensing for future Internet of Things (IoT). In such a system, sensors are composed of dedicated meta-materials whose frequency response of wireless…

信号处理 · 电气工程与系统科学 2021-07-06 Xu Liu , Jingzhi Hu , Hongliang Zhang , Boya Di , Lingyang Song

Energy efficiency has emerged as a defining constraint in the evolution of sustainable Internet of Things (IoT) networks. This work moves beyond simulation-based or device-centric studies to deliver measurement-driven, network-level smart…

网络与互联网体系结构 · 计算机科学 2025-10-14 Mohammud J. Bocus , Senhui Qiu , Robert J. Piechocki , Kerstin Eder

Indoor imaging is a critical task for robotics and internet-ofthings. WiFi as an omnipresent signal is a promising candidate for carrying out passive imaging and synchronizing the up-to-date information to all connected devices. This is the…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Jianyang Shi , Bowen Zhang , Amartansh Dubey , Ross Murch , Liwen Jing

Towards realizing an intelligent networked society, enabling low-cost low-energy connectivity for things, also known as Internet of Things (IoT), is of crucial importance. While the existing wireless access networks require centralized…

信号处理 · 电气工程与系统科学 2020-08-05 Amin Azari , Mahmoud Abbasi

With the rapid development of Generative Artificial Intelligence (GAI) technology, Generative Diffusion Models (GDMs) have shown significant empowerment potential in the field of wireless networks due to advantages, such as noise…

信号处理 · 电气工程与系统科学 2026-03-04 Dayu Fan , Rui Meng , Xiaodong Xu , Yiming Liu , Guoshun Nan , Chenyuan Feng , Shujun Han , Song Gao , Bingxuan Xu , Dusit Niyato , Tony Q. S. Quek , Ping Zhang

Disparities in the societal harms and impacts of Generative AI (GenAI) systems highlight the critical need for effective unfairness measurement approaches. While numerous benchmarks exist, designing valid measurements requires proper…

计算机与社会 · 计算机科学 2025-07-08 Kimberly Le Truong , Annette Zimmermann , Hoda Heidari

Space-air-ground integrated networks (SAGINs) face unprecedented security challenges due to their inherent characteristics, such as multidimensional heterogeneity and dynamic topologies. These characteristics fundamentally undermine…

密码学与安全 · 计算机科学 2025-08-05 Chenbo Hu , Ruichen Zhang , Bo Li , Xu Jiang , Nan Zhao , Marco Di Renzo , Dusit Niyato , Arumugam Nallanathan , George K. Karagiannidis

The rapid advancement of Generative AI (GenAI) technologies offers transformative opportunities within Australia's critical technologies of national interest while introducing unique security challenges. This paper presents SecGenAI, a…

密码学与安全 · 计算机科学 2024-07-02 Christoforus Yoga Haryanto , Minh Hieu Vu , Trung Duc Nguyen , Emily Lomempow , Yulia Nurliana , Sona Taheri

Nowadays, many technological advances applied to the Internet of Things (IoT) make the introduction of innovative sensors aimed to deploy efficient wireless sensor networks possible. In order to improve the environment and people's lives,…

Generative AI (GenAI) has revolutionized content generation, offering transformative capabilities for improving language coherence, readability, and overall quality. This manuscript explores the application of qualitative, quantitative, and…

计算与语言 · 计算机科学 2024-11-28 Saman Sarraf

Wireless communication has evolved significantly, with 6G offering groundbreaking capabilities, particularly for IoT. However, the integration of IoT into 6G presents new security challenges, expanding the attack surface due to…

密码学与安全 · 计算机科学 2024-12-25 Navneet Kaur , Lav Gupta

This study examines the impact of Generative Artificial Intelligence (GenAI) on academic research, focusing on its application to qualitative and quantitative data analysis. As GenAI tools evolve rapidly, they offer new possibilities for…

人机交互 · 计算机科学 2024-08-14 Mike Perkins , Jasper Roe