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19 papers · 1 filter
Integrating Identity-Based Identification against Adaptive Adversaries in Federated Learning
Jakub Kacper Szelag, Ji-Jian Chin, Lauren Ansell +1
Federated Learning (FL) has recently emerged as a promising paradigm for privacy-preserving, distributed machine learning. However, FL systems face significant security threats, pa…
Comparative Analysis of Cryptographic Key Management Systems
Levgeniia Kuzminykh, Bogdan Ghita, Stavros Shiaeles
Managing cryptographic keys can be a complex task for an enterprise and particularly difficult to scale when an increasing number of users and applications need to be managed. In o…
A proactive malicious software identification approach for digital forensic examiners
Muhammad Ali, Stavros Shiaeles, Nathan Clarke +1
Digital investigators often get involved with cases, which seemingly point the responsibility to the person to which the computer belongs, but after a thorough examination malware…
A Novel Online Incremental Learning Intrusion Prevention System
Christos Constantinides, Stavros Shiaeles, Bogdan Ghita +1
Attack vectors are continuously evolving in order to evade Intrusion Detection systems. Internet of Things (IoT) environments, while beneficial for the IT ecosystem, suffer from in…
IoT Vulnerability Data Crawling and Analysis
Stavros Shiaeles, Nicholas Kolokotronis, Emanuele Bellini
Internet of Things (IoT) is a whole new ecosystem comprised of heterogeneous connected devices -i.e. computers, laptops, smart-phones and tablets as well as embedded devices and se…
BotSpot: Deep Learning Classification of Bot Accounts within Twitter
Christopher Braker, Stavros Shiaeles, Gueltoum Bendiab +2
The openness feature of Twitter allows programs to generate and control Twitter accounts automatically via the Twitter API. These accounts, which are known as bots, can automatical…