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Related papers: Collaborative Inference for AI-Empowered IoT Devic…

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The rapid advancement of deep learning has catalyzed the development of novel IoT applications, which often deploy pre-trained deep neural network (DNN) models across multiple edge devices for collaborative inference.

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-24 Runhua Zhang , Hongxu Jiang , Jinkun Geng , Yuhang Ma , Chenhui Zhu , Haojie Wang

The Internet of Things is transforming our society, providing new services that improve the quality of life and resource management. These applications are based on ubiquitous networks of multiple distributed devices, with limited computing…

Networking and Internet Architecture · Computer Science 2023-05-19 Román Cárdenas , Patricia Arroba , José L. Risco-Martín

The growth in the number of devices connected to the Internet of Things (IoT) poses major challenges in security. The integrity and trustworthiness of data and data analytics are increasingly important concerns in IoT applications. These…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-17 Yuan Chen , Soummya Kar , José M. F. Moura

The vast increase of Internet of Things (IoT) technologies and the ever-evolving attack vectors have increased cyber-security risks dramatically. A common approach to implementing AI-based Intrusion Detection systems (IDSs) in distributed…

Cryptography and Security · Computer Science 2023-08-07 Othmane Belarbi , Theodoros Spyridopoulos , Eirini Anthi , Ioannis Mavromatis , Pietro Carnelli , Aftab Khan

Mobile devices supporting the "Internet of Things" (IoT), often have limited capabilities in computation, battery energy, and storage space, especially to support resource-intensive applications involving virtual reality (VR), augmented…

Networking and Internet Architecture · Computer Science 2018-06-19 Jianyu Wang , Jianli Pan , Flavio Esposito , Prasad Calyam , Zhicheng Yang , Prasant Mohapatra

Mobile edge computing (MEC) has empowered mobile devices (MDs) in supporting artificial intelligence (AI) applications through collaborative efforts with proximal MEC servers. Unfortunately, despite the great promise of device-edge…

Systems and Control · Electrical Eng. & Systems 2024-12-31 Wenhao Zhuang , Yuyi Mao

To enhance the quality and speed of data processing and protect the privacy and security of the data, edge computing has been extensively applied to support data-intensive intelligent processing services at edge. Among these data-intensive…

Networking and Internet Architecture · Computer Science 2020-10-30 Yana Qin , Danye Wu , Zhiwei Xu , Jie Tian , Yujun Zhang

With the rapid expansion of the Internet of Things (IoT), sensors, smartphones, and wearables have become integral to daily life, powering smart applications in home automation, healthcare, and intelligent transportation. However, these…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-18 Habib Larian , Faramarz Safi-Esfahani

The rapid deployment of Internet of Things (IoT) applications leads to massive data that need to be processed. These IoT applications have specific communication requirements on latency and bandwidth, and present new features on their…

Networking and Internet Architecture · Computer Science 2021-04-27 Di Wu , Xiaofeng Xie , Xiang Ni , Bin Fu , Hanhui Deng , Haibo Zeng , Zhijin Qin

In various scenarios, achieving security between IoT devices is challenging since the devices may have different dedicated communication standards, resource constraints as well as various applications. In this article, we first provide…

Cryptography and Security · Computer Science 2017-09-20 Ruei-Hau Hsu , Jemin Lee , Tony Q. S. Quek , Jyh-Cheng Chen

With the increasing popularity of Internet of Things (IoT) devices, security concerns have become a major challenge: confidential information is constantly being transmitted (sometimes inadvertently) from user devices to untrusted cloud…

Cryptography and Security · Computer Science 2023-05-05 Peterson Yuhala

Artificial General Intelligence (AGI), possessing the capacity to comprehend, learn, and execute tasks with human cognitive abilities, engenders significant anticipation and intrigue across scientific, commercial, and societal arenas. This…

Internet of Things (IoT) is an Internet-based environment of connected devices and applications. IoT creates an environment where physical devices and sensors are flawlessly combined into information nodes to deliver innovative and smart…

Networking and Internet Architecture · Computer Science 2020-03-02 Syed Arshad Ali , Manzoor Ansari , Mansaf Alam

Pervasive applications over large-scale, distributed embedded devices and the Internet of Things (IoT) demand precise coordination with the network; for example, several such applications, like collaborative video streaming and live…

Networking and Internet Architecture · Computer Science 2023-06-07 Argha Sen , Ayan Zunaid , Soumyajit Chatterjee , Basabdatta Palit , Sandip Chakraborty

As AI applications for mobile devices become more prevalent, there is an increasing need for faster execution and lower energy consumption for neural model inference. Historically, the models run on mobile devices have been smaller and…

Artificial Intelligence · Computer Science 2020-02-04 Mateen Ulhaq , Ivan V. Bajić

The need for secure and private Artificial Intelligence (AI) and Machine Learning (ML) on edge and mobile devices has increased the necessity of protecting the architecture of these systems from threats to both security and privacy. With an…

Cryptography and Security · Computer Science 2026-05-29 Zisis Tsiatsikas , Alexandros Fakis , Georgios Karopoulos , Vasileios Kouliaridis , Marios Anagnostopoulos

Internet of Things (IoT), the emerging computing infrastructure that refers to the networked interconnection of physical objects, incorporates a plethora of digital systems that are being developed by means of a large number of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-24 Asad Javed , Keijo Heljanko , Andrea Buda , Kary Främling

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…

Signal Processing · Electrical Eng. & Systems 2020-08-05 Amin Azari , Mahmoud Abbasi

Security provisioning has become the most important design consideration for large-scale Internet of Things (IoT) systems due to their critical roles to support diverse vertical applications by connecting heterogenous devices, machines and…

Cryptography and Security · Computer Science 2019-07-30 He Fang , Angie Qi , Xianbin Wang

As data being produced by IoT applications continues to explode, there is a growing need to bring computing power closer to the source of the data to meet the response time, power dissipation and cost goals of performance-critical…

Machine Learning · Computer Science 2021-06-01 Hergys Rexha , Sebastien Lafond