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This work explores the use of machine learning techniques on an Internet-of-Things firmware dataset to detect malicious attempts to infect edge devices or subsequently corrupt an entire network. Firmware updates are uncommon in IoT devices;…

机器学习 · 计算机科学 2021-11-04 Erik Larsen , Korey MacVittie , John Lilly

In recent years, the increase in non-Windows malware threats had turned the focus of the cybersecurity community. Research works on hunting Windows PE-based malwares are maturing, whereas the developments on Linux malware threat hunting are…

密码学与安全 · 计算机科学 2023-06-16 Anandharaju Durai Raju , Ibrahim Abualhaol , Ronnie Salvador Giagone , Yang Zhou , Shengqiang Huang

Mirai is botnet which targets out-of-date Internet-of-Things (IoT) devices. The disruptive Distributed Denial of Service (DDoS) attack last year has hit major Internet companies, causing intermittent service for millions of Internet users.…

密码学与安全 · 计算机科学 2017-06-20 Chen Cao , Le Guan , Peng Liu , Neng Gao , Jingqiang Lin , Ji Xiang

Recent increases in the computational demands of deep neural networks (DNNs), combined with the observation that most input samples require only simple models, have sparked interest in $input$-$adaptive$ multi-exit architectures, such as…

机器学习 · 计算机科学 2021-03-01 Sanghyun Hong , Yiğitcan Kaya , Ionuţ-Vlad Modoranu , Tudor Dumitraş

As the Industrial Internet of Things (IIot) becomes more prevalent in critical application domains, ensuring security and resilience in the face of cyber-attacks is becoming an issue of paramount importance. Cyber-attacks against critical…

密码学与安全 · 计算机科学 2018-08-29 Aron Laszka , Waseem Abbas , Yevgeniy Vorobeychik , Xenofon Koutsoukos

With the growth of internet of things (IoT) devices, cyberattacks, such as distributed denial of service, that exploit vulnerable devices infected with malware have increased. Therefore, vendors and users must keep their device firmware…

密码学与安全 · 计算机科学 2024-03-06 Naoto Watanabe , Taku Yamazaki , Takumi Miyoshi , Ryo Yamamoto , Masataka Nakahara , Norihiro Okui , Ayumu Kubota

The Internet of Things (IoT) is a global ecosystem of information and communication technologies aimed at connecting any type of object (thing), at any time and in any place, to each other and to the Internet. One of the major problems…

密码学与安全 · 计算机科学 2016-10-20 Shachar Siboni , Vinay Sachidananda , Asaf Shabtai , Yuval Elovici

The various types of communication technologies and mobility features in Internet of Things (IoT) on the one hand enable fruitful and attractive applications, but on the other hand facilitates malware propagation, thereby raising new…

密码学与安全 · 计算机科学 2017-03-17 Shin-Ming Cheng , Pin-Yu Chen , Ching-Chao Lin , Hsu-Chun Hsiao

Cybersecurity of Industrial Cyber-Physical Systems is drawing significant concerns as data communication increasingly leverages wireless networks. A lot of data-driven methods were develope for detecting cyberattacks, but few are focused on…

机器学习 · 计算机科学 2023-10-12 Navid Aftabi , Dan Li , Paritosh Ramanan

Today, Internet of Things (IoT) technology is being increasingly popular which is applied in a wide range of industry sectors such as healthcare, transportation and some critical infrastructures. With the widespread applications of IoT…

密码学与安全 · 计算机科学 2019-02-12 Jingwei Liu , Ailian Ren , Lihuan Zhang , Rong Sun , Xiaojiang Du , Mohsen Guizani

The number of connected smart devices has been increasing exponentially for different Internet-of-Things (IoT) applications. Security has been a long run challenge in the IoT systems which has many attack vectors, security flaws and…

机器学习 · 计算机科学 2021-02-16 Aashma Uprety , Danda B. Rawat

Programmable management framework have paved the way for managing devices in the network. Lately, emerging paradigm of Software Defined Networking (SDN) have revolutionized programmable networks. Designers of networking applications i.e.…

网络与互联网体系结构 · 计算机科学 2017-12-01 Faraz Idris Khan , Sufian Hameed

Machine learning algorithms have been shown to be suitable for securing platforms for IT systems. However, due to the fundamental differences between the industrial internet of things (IIoT) and regular IT networks, a special performance…

密码学与安全 · 计算机科学 2019-12-09 Maede Zolanvari , Marcio A. Teixeira , Raj Jain

The Internet of Things(IoT) paradigm provides persistent sensing and data collection capabilities and is becoming increasingly prevalent across many market sectors. However, most IoT devices emphasize usability and function over security,…

密码学与安全 · 计算机科学 2023-05-25 Farooq Shaikh , Elias Bou-Harb , Aldin Vehabovic , Jorge Crichigno , Aysegul Yayimli , Nasir Ghani

The growing adoption of the Internet of Things (IoT) has brought a significant increase in attacks targeting those devices. Machine learning (ML) methods have shown promising results for intrusion detection; however, the scarcity of IoT…

密码学与安全 · 计算机科学 2023-07-28 Xabier Sáez-de-Cámara , Jose Luis Flores , Cristóbal Arellano , Aitor Urbieta , Urko Zurutuza

The recent Meltdown and Spectre attacks highlight the importance of automated verification techniques for identifying hardware security vulnerabilities. We have developed a tool for synthesizing microarchitecture-specific programs capable…

密码学与安全 · 计算机科学 2018-02-13 Caroline Trippel , Daniel Lustig , Margaret Martonosi

Industrial Internet-of-Things (IIoT) is a powerful IoT application which remodels the growth of industries by ensuring transparent communication among various entities such as hubs, manufacturing places and packaging units. Introducing data…

密码学与安全 · 计算机科学 2022-06-08 Geetanjali Rathee , Farhan Ahmad , Naveen Jaglan , Charalambos Konstantinou

The Internet of Things (IoT) is growing fast. In 2018, there was approximately one connected device per person on earth and the number has been growing ever since. The devices interact with the environment via different modalities at the…

编程语言 · 计算机科学 2022-12-09 Mart Lubbers , Pieter Koopman , Rinus Plasmeijer

The distributed inference paradigm enables the computation workload to be distributed across multiple devices, facilitating the implementations of deep learning based intelligent services on extremely resource-constrained Internet of Things…

分布式、并行与集群计算 · 计算机科学 2024-06-21 Li Wang , Liang Li , Lianming Xu , Xian Peng , Aiguo Fei

The Internet of Things (IoT) refers to a pervasive presence of interconnected and uniquely identifiable physical devices. These devices' goal is to gather data and drive actions in order to improve productivity, and ultimately reduce or…

其他计算机科学 · 计算机科学 2018-02-22 Tosiron Adegbija , Anita Rogacs , Chandrakant Patel , Ann Gordon-Ross