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Tiny machine learning (TinyML) has gained widespread popularity where machine learning (ML) is democratized on ubiquitous microcontrollers, processing sensor data everywhere in real-time. To manage TinyML in the industry, where mass…

人工智能 · 计算机科学 2022-02-21 Haoyu Ren , Darko Anicic , Thomas Runkler

Federated Learning (FL) has received a significant amount of attention in the industry and research community due to its capability of keeping data on local devices. To aggregate the gradients of local models to train the global model,…

机器学习 · 计算机科学 2021-06-01 Huanle Zhang , Jeonghoon Kim

AI tutoring systems in engineering labs face a tension between providing sufficient assistance and preserving learning opportunities. Existing systems typically offer instructors limited control over assistance timing, content, or cost.…

计算机与社会 · 计算机科学 2026-05-01 Emmanuel A. Olowe , Danial Chitnis

Identifying devices such as cameras, printers, voice assistants, or health monitoring sensors, collectively known as the Internet of Things (IoT), within a network is a critical operational task, particularly to manage the cyber risks they…

信息检索 · 计算机科学 2025-12-19 Shayan Azizi , Norihiro Okui , Masataka Nakahara , Ayumu Kubota , Hassan Habibi Gharakheili

The VEDLIoT project targets the development of energy-efficient Deep Learning for distributed AIoT applications. A holistic approach is used to optimize algorithms while also dealing with safety and security challenges. The approach is…

Intelligent Internet-of-Things (IoT) will be transformative with the advancement of artificial intelligence and high-dimensional data analysis, shifting from "connected things" to "connected intelligence". This shall unleash the full…

信号处理 · 电气工程与系统科学 2024-10-30 Kai Yang , Yuanming Shi , Yong Zhou , Zhanpeng Yang , Liqun Fu , Wei Chen

IoT devices are sorely underutilized in the medical field, especially within machine learning for medicine, yet they offer unrivaled benefits. IoT devices are low-cost, energy-efficient, small and intelligent devices. In this paper, we…

机器学习 · 计算机科学 2023-04-07 James Calo , Benny Lo

Embodied AI systems, including AI-powered robots that autonomously interact with the physical world, stand to be significantly advanced by Large Language Models (LLMs), which enable robots to better understand complex language commands and…

机器人学 · 计算机科学 2024-09-04 Wenxiao Zhang , Xiangrui Kong , Thomas Braunl , Jin B. Hong

The Internet of Things (IoT) is penetrating many facets of our daily life with the proliferation of intelligent services and applications empowered by artificial intelligence (AI). Traditionally, AI techniques require centralized data…

信号处理 · 电气工程与系统科学 2021-04-28 Dinh C. Nguyen , Ming Ding , Pubudu N. Pathirana , Aruna Seneviratne , Jun Li , H. Vincent Poor

Artificial Intelligence (AI) development has encouraged many new research areas, including AI-enabled Internet of Things (IoT) network. AI analytics and intelligent paradigms greatly improve learning efficiency and accuracy. Applying these…

密码学与安全 · 计算机科学 2021-12-24 Sandhya Aneja , Melanie Ang Xuan En , Nagender Aneja

The Internet of Things (IoT) is a communication scheme which allows various objects to exchange several types of information, enabling functions such as home automation, production management, healthcare, etc. In addition, energy-harvesting…

网络与互联网体系结构 · 计算机科学 2024-07-26 Gyupil Kam , Kiseop Chung

The next wave of wireless technologies will proliferate in connecting sensors, machines, and robots for myriad new applications, thereby creating the fabric for the Internet of Things (IoT). A generic scenario for IoT connectivity involves…

信息论 · 计算机科学 2018-10-17 Liang Liu , Erik G. Larsson , Wei Yu , Petar Popovski , Cedomir Stefanovic , Elisabeth De Carvalho

The Internet of Things (IoT) is rapidly becoming an integral part of our life and also multiple industries. We expect to see the number of IoT connected devices explosively grows and will reach hundreds of billions during the next few…

信号处理 · 电气工程与系统科学 2020-07-17 Jie Ding , Mahyar Nemati , Chathurika Ranaweera , Jinho Choi

Recently, IoT technologies have been progressed, and many devices are connected to networks. Previously, IoT services were developed by vertical integration style. But now Open IoT concept has attracted attentions which achieves various IoT…

分布式、并行与集群计算 · 计算机科学 2018-09-17 Yoji Yamato , Naoto Hoshikawa , Hirofumi Noguchi , Tatsuya Demizu , Misao Kataoka

The rapid growth of Internet of Things (IoT) devices has increased the scale and diversity of cyberattacks, exposing limitations in traditional intrusion detection systems. Classical machine learning (ML) models such as Random Forest and…

The increasing proliferation of Internet of Things (IoT) devices has created a growing need for more efficient communication networks, especially in areas where continuous connectivity is unstable or unavailable. Opportunistic networks have…

网络与互联网体系结构 · 计算机科学 2025-03-04 Ángel Niebla-Montero , Iván Froiz-Míguez , Paula Fraga-Lamas , Tiago M. Fernández-Caramés

The Internet of Things supports various industrial applications. The cooperation and coordination of smart things are a promising strategy for satisfying requirements that are beyond the capacity of a single smart thing. One of the major…

软件工程 · 计算机科学 2021-03-10 Frédéric Lemoine , Tatiana Aubonnet , Noëmie Simoni

Industrial Internet of Things (IIoT) lays a new paradigm for the concept of Industry 4.0 and paves an insight for new industrial era. Nowadays smart machines and smart factories use machine learning/deep learning based models for incurring…

网络与互联网体系结构 · 计算机科学 2021-01-05 Parimala M , Swarna Priya R M , Quoc-Viet Pham , Kapal Dev , Praveen Kumar Reddy Maddikunta , Thippa Reddy Gadekallu , Thien Huynh-The

The widespread adoption of cloud computing, edge, and IoT has increased the attack surface for cyber threats. This is due to the large-scale deployment of often unsecured, heterogeneous devices with varying hardware and software…

密码学与安全 · 计算机科学 2024-07-23 Simone Magnani , Liubov Nedoshivina , Roberto Doriguzzi-Corin , Stefano Braghin , Domenico Siracusa

A novel approach is presented in this work for context-aware connectivity and processing optimization of Internet of things (IoT) networks. Different from the state-of-the-art approaches, the proposed approach simultaneously selects the…

信号处理 · 电气工程与系统科学 2020-05-04 Metin Ozturk , Attai Ibrahim Abubakar , Rao Naveed Bin Rais , Mona Jaber , Sajjad Hussain , Muhammad Ali Imran