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Inference using deep neural networks is often outsourced to the cloud since it is a computationally demanding task. However, this raises a fundamental issue of trust. How can a client be sure that the cloud has performed inference…

机器学习 · 计算机科学 2021-05-14 Zahra Ghodsi , Tianyu Gu , Siddharth Garg

AI-powered edge computing security is moving Intelligent Transportation Systems (ITS) from passive, rule-based protections to proactive, smart, zero-touch, self-sufficient safeguards that neutralize threats in milliseconds. As…

密码学与安全 · 计算机科学 2026-05-04 Zawad Yalmie Sazid , Robert Abbas , Sasa Maric

The expansion of Internet of Things (IoT) devices has increased the attack surface of networks, necessitating a robust and adaptive intrusion detection systems. Machine learning based systems have been considered promising in enhancing the…

密码学与安全 · 计算机科学 2026-03-13 Muaan Ur Rehman , Hayretdin Bahsi , Rajesh Kalakoti

Modeling the behavior of coupled networks is challenging due to their intricate dynamics. For example in neuroscience, it is of critical importance to understand the relationship between the functional neural processes and anatomical…

机器学习 · 计算机科学 2021-04-20 Hongyuan You , Sikun Lin , Ambuj K. Singh

We introduce FEDQ-Trust, an innovative data-driven trust prediction approach designed for mobile edge-based Internet of Things (IoT) environments. The decentralized nature of mobile edge environments introduces challenges due to variations…

分布式、并行与集群计算 · 计算机科学 2024-04-30 Jiahui Bai , Hai Dong , Athman Bouguettaya

In IoT, smart sensors enable data collection, real-time monitoring, decision-making, and automation, but their proliferation exposes them to cybersecurity threats. Zero Trust Architecture enhances IoT security by challenging conventional…

密码学与安全 · 计算机科学 2023-10-17 Atefeh Mohseni-Ejiyeh

The Internet of Things (IoT) is a network of billions of interconnected, primarily low-end embedded devices. Despite large-scale deployment, studies have highlighted critical security concerns in IoT networks, many of which stem from…

密码学与安全 · 计算机科学 2024-08-13 Varun Kohli , Bhavya Kohli , Muhammad Naveed Aman , Biplab Sikdar

Brain foundation models bring the foundation model paradigm to the field of neuroscience. Like language and image foundation models, they are general-purpose AI systems pretrained on large-scale datasets that adapt readily to downstream…

计算机与社会 · 计算机科学 2026-02-04 Margot Hanley , Jiunn-Tyng Yeh , Ryan Rodriguez , Jack Pilkington , Nita Farahany

With the rapid growth of IoT, secure and efficient mesh networking has become essential. Thread has emerged as a key protocol, widely used in smart-home and commercial systems, and serving as a core transport layer in the Matter standard.…

密码学与安全 · 计算机科学 2026-04-27 Ilja Siroš , Jakob Heirwegh , Dave Singelée , Bart Preneel

Smart cities and pervasive IoT deployments have generated interest in IoT data analysis across transportation and urban planning. At the same time, Large Language Models offer a new interface for exploring IoT data - particularly through…

分布式、并行与集群计算 · 计算机科学 2025-11-18 Kausar Patherya , Ashutosh Dhekne , Francisco Romero

The emerging yet promising paradigm of the Social Internet of Things (SIoT) integrates the notion of the Internet of Things with human social networks. In SIoT, objects, i.e., things, have the capability to socialize with the other objects…

密码学与安全 · 计算机科学 2023-10-31 Subhash Sagar , Adnan Mahmood , Quan Z. Sheng , Munazza Zaib , Farhan Sufyan

The management of sensitive data, including identity management (IDM), is an important problem in cloud computing, fundamental for authentication and fine-grained service access control. Our goal is creating an efficient and robust IDM…

密码学与安全 · 计算机科学 2019-04-02 Akram Sarhan , Leszek Lilien

The increasing complexity and scale of the Internet of Things (IoT) have made security a critical concern. This paper presents a novel Large Language Model (LLM)-based framework for comprehensive threat detection and prevention in IoT…

密码学与安全 · 计算机科学 2025-05-14 Yazan Otoum , Arghavan Asad , Amiya Nayak

Internet of Things (IoT) aims to bring every object (e.g. smart cameras, wearable, environmental sensors, home appliances, and vehicles) online, hence generating massive amounts of data that can overwhelm storage systems and data analytics…

分布式、并行与集群计算 · 计算机科学 2016-06-08 Harshit Gupta , Amir Vahid Dastjerdi , Soumya K. Ghosh , Rajkumar Buyya

The advancement of Internet-of-Things (IoT) edge devices with various types of sensors enables us to harness diverse information with Mobile Crowd-Sensing applications (MCS). This highly dynamic setting entails the collection of ubiquitous…

密码学与安全 · 计算机科学 2018-05-29 Nikhil Banerjee , Thanassis Giannetsos , Emmanouil Panaousis , Clive Cheong Took

Brain foundation models represent a new frontier in AI: instead of processing text or images, these models interpret real-time neural signals from EEG, fMRI, and other neurotechnologies. When integrated with brain-computer interfaces…

计算机与社会 · 计算机科学 2025-07-22 Abhishek Bhattacharjee , Jack Pilkington , Nita Farahany

With the emergence of smart cities, Internet of Things (IoT) devices as well as deep learning technologies have witnessed an increasing adoption. To support the requirements of such paradigm in terms of memory and computation, joint and…

网络与互联网体系结构 · 计算机科学 2020-10-27 Emna Baccour , Aiman Erbad , Amr Mohamed , Mounir Hamdi , Mohsen Guizani

Internet of Things (IoT) have widely penetrated in different aspects of modern life and many intelligent IoT services and applications are emerging. Recently, federated learning is proposed to train a globally shared model by exploiting a…

网络与互联网体系结构 · 计算机科学 2020-05-05 Qiong Wu , Kaiwen He , Xu Chen

Interaction between devices, people, and the Internet has given birth to a new digital communication model, the Internet of Things (IoT). The seamless network of these smart devices is the core of this IoT model. However, on the other hand,…

密码学与安全 · 计算机科学 2022-02-10 Muhammad Asam , Saddam Hussain Khan , Tauseef Jamal , Asifullah Khan

We propose a data-driven and context-aware approach to bootstrap trustworthiness of homogeneous Internet of Things (IoT) services in Mobile Edge Computing (MEC) based industrial IoT (IIoT) systems. The proposed approach addresses key…

密码学与安全 · 计算机科学 2025-08-19 Prabath Abeysekara , Hai Dong