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With the advent of advanced technology, IoT introduces a vast number of devices connecting with each other and collecting a sheer volume of data. Thus, the demands of IoT security is paramount. Cryptography is being used to secure the…

Cryptography and Security · Computer Science 2020-10-05 Muhammad Rana , Quazi Mamun , Rafiqul Islam

This work presents a threat modelling approach to represent changes to the attack paths through an Internet of Things (IoT) environment when the environment changes dynamically, i.e., when new devices are added or removed from the system or…

Cryptography and Security · Computer Science 2024-02-09 Marwa Salayma

Deep learning (DL) approaches are achieving extraordinary results in a wide range of domains, but often require a massive collection of private data. Hence, methods for training neural networks on the joint data of different data owners,…

Cryptography and Security · Computer Science 2021-10-27 Derian Boer , Stefan Kramer

Physical-layer authentication is a popular alternative to the conventional key-based authentication for internet of things (IoT) devices due to their limited computational capacity and battery power. However, this approach has limitations…

Cryptography and Security · Computer Science 2024-05-17 Saud Khan , Chandra Thapa , Salman Durrani , Seyit Camtepe

Homomorphic encryption (HE)---the ability to perform computation on encrypted data---is an attractive remedy to increasing concerns about data privacy in deep learning (DL). However, building DL models that operate on ciphertext is…

Cryptography and Security · Computer Science 2019-04-03 Fabian Boemer , Yixing Lao , Rosario Cammarota , Casimir Wierzynski

The main goal of this study is to investigate the robustness of graph-based Deep Learning (DL) models used for Internet of Things (IoT) malware classification against Adversarial Learning (AL). We designed two approaches to craft…

Cryptography and Security · Computer Science 2019-02-19 Ahmed Abusnaina , Aminollah Khormali , Hisham Alasmary , Jeman Park , Afsah Anwar , Ulku Meteriz , Aziz Mohaisen

Investigative Journalism (IJ, in short) is staple of modern, democratic societies. IJ often necessitates working with large, dynamic sets of heterogeneous, schema-less data sources, which can be structured, semi-structured, or textual,…

Intrusion detection systems (IDS) for the Internet of Things (IoT) systems can use AI-based models to ensure secure communications. IoT systems tend to have many connected devices producing massive amounts of data with high dimensionality,…

Cryptography and Security · Computer Science 2024-04-29 Ali Ghubaish , Zebo Yang , Aiman Erbad , Raj Jain

The advances of the Internet of Things (IoT) have had a fundamental impact and influence in sharping our rich living experiences. However, since IoT devices are usually resource-constrained, lightweight block ciphers have played a major…

Cryptography and Security · Computer Science 2020-10-13 Duc-Phong Le , Rongxing Lu , Ali A. Ghorbani

Deep Learning (DL) is increasingly used in safety-critical applications, raising concerns about its reliability. DL suffers from a well-known problem of lacking robustness, especially when faced with adversarial perturbations known as…

Software Engineering · Computer Science 2023-09-06 Wei Huang , Xingyu Zhao , Alec Banks , Victoria Cox , Xiaowei Huang

The number of Internet of Things (IoT) deployments is expected to reach 75.4 billion by 2025. Roughly 70% of all IoT devices employ weak or no encryption; thus, putting them and their connected infrastructure at risk of attack by devices…

Signal Processing · Electrical Eng. & Systems 2023-04-04 Mohamed k. Fadul , Donald R. Reising , Lakmali P. Weerasena , T. Daniel Loveless , Mina Sartipi

The use of lightweight machine learning (ML) models in internet of things (IoT) networks enables resource constrained IoT devices to perform on-device inference for several critical applications. However, the inference accuracy deteriorates…

Machine Learning · Computer Science 2025-12-16 Henrik C. M. Frederiksen , Junya Shiraishi , Cedomir Stefanovic , Hei Victor Cheng , Shashi Raj Pandey

The rapid integration of the Internet of Things (IoT) and Internet of Medical (IoM) devices in the healthcare industry has markedly improved patient care and hospital operations but has concurrently brought substantial risks. Distributed…

Cryptography and Security · Computer Science 2025-01-31 Zag ElSayed , Ahmed Abdelgawad , Nelly Elsayed

The field of Natural Language Processing (NLP) is currently undergoing a revolutionary transformation driven by the power of pre-trained Large Language Models (LLMs) based on groundbreaking Transformer architectures. As the frequency and…

Open source intelligence is a powerful tool for cybersecurity analysts to gather information both for analysis of discovered vulnerabilities and for detecting novel cybersecurity threats and exploits. However the scale of information that…

Cryptography and Security · Computer Science 2024-10-10 Elijah Pelofske , Lorie M. Liebrock , Vincent Urias

Micro-segmentation as a core requirement of zero trust architecture (ZTA) divides networks into small security zones, called micro-segments, thereby minimizing impact of security breaches and restricting lateral movement of attackers.…

Cryptography and Security · Computer Science 2026-03-27 Muhammad Liman Gambo , Ahmad Almulhem

Graphs are a widely used data structure for collecting and analyzing relational data. However, when the graph structure is distributed across several parties, its analysis is particularly challenging. In particular, due to the sensitivity…

Cryptography and Security · Computer Science 2023-09-21 Sofiane Azogagh , Zelma Aubin Birba , Sébastien Gambs , Marc-Olivier Killijian

Increasing Internet of Things (IoT) deployments present a growing surface over which villainous actors can carry out attacks. This disturbing revelation is amplified by the fact that a majority of IoT devices use weak or no encryption at…

Signal Processing · Electrical Eng. & Systems 2023-05-09 Mohamed K. M. Fadul , Donald R. Reising , Lakmali P. Weerasena

The proliferation of Internet-of-things (IoT) infrastructures and the widespread adoption of traffic encryption present significant challenges, particularly in environments characterized by dynamic traffic patterns, constrained…

Networking and Internet Architecture · Computer Science 2025-12-25 Hongjuan Li , Hui Kang , Chenbang Liu , Ruolin Wang , Jiahui Li , Geng Sun , Jiacheng Wang , Shuang Liang , Shiwen Mao

Resource-constrained Internet of Things (IoT) devices, from medical implants to small drones, must transmit sensitive telemetry under adversarial wireless channels while operating under stringent computing and energy budgets. Authenticated…

Cryptography and Security · Computer Science 2026-04-01 Saif E. Nouma , Gokhan Mumcu , Attila A. Yavuz