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Intrusion Detection Systems (IDS) play a vital role in defending modern cyber physical systems against increasingly sophisticated cyber threats. Deep Reinforcement Learning-based IDS, have shown promise due to their adaptive and…

密码学与安全 · 计算机科学 2025-11-25 H. Zhang , L. Zhang , G. Epiphaniou , C. Maple

Face Recognition systems are widely deployed in real-world applications, but they also raise privacy concerns due to unauthorized collection and misuse of facial data. Existing adversarial privacy protection methods rely on input-space…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Jiabei Zhang , Ziyuan Yang , Andrew Beng Jin Teoh , Yi Zhang

Industrial Internet of Things (IIoT) is highly sensitive to data privacy and cybersecurity threats. Federated Learning (FL) has emerged as a solution for preserving privacy, enabling private data to remain on local IIoT clients while…

密码学与安全 · 计算机科学 2024-08-19 Samira Kamali Poorazad , Chafika Benzaid , Tarik Taleb

Modern society is getting accustomed to the Internet of Things (IoT) and Cyber-Physical Systems (CPS) for a variety of applications that involves security-critical user data and information transfers. In the lower end of the spectrum, these…

密码学与安全 · 计算机科学 2023-05-08 Avani Dave Nilanjan Banerjee Chintan Patel

Robustness of machine learning models is critical for security related applications, where real-world adversaries are uniquely focused on evading neural network based detectors. Prior work mainly focus on crafting adversarial examples (AEs)…

机器学习 · 计算机科学 2021-11-01 Ecenaz Erdemir , Jeffrey Bickford , Luca Melis , Sergul Aydore

Within vehicles, the Controller Area Network (CAN) allows efficient communication between the electronic control units (ECUs) responsible for controlling the various subsystems. The CAN protocol was not designed to include much support for…

密码学与安全 · 计算机科学 2021-06-08 Carson Labrado , Himanshu Thapliyal , Saraju P. Mohanty

Internet-of-Things (IoT) devices that are limited in power and processing are susceptible to physical layer (PHY) spoofing (signal exploitation) attacks owing to their inability to implement a full-blown protocol stack for security. The…

机器学习 · 计算机科学 2021-03-18 Alireza Nooraiepour , Waheed U. Bajwa , Narayan B. Mandayam

Physical Unclonable Functions (PUFs) leverage inherent, non-clonable physical randomness to generate unique input-output pairs, serving as secure fingerprints for cryptographic protocols like authentication. Quantum PUFs (QPUFs) extend this…

Embedded software used in industrial systems frequently relies on data that ensures the correct and efficient operation of these systems. Thus, companies invest considerable resources in fine-tuning this data, making it their valuable…

The emergence of Internet of Things (IoT) brings about new security challenges at the intersection of cyber and physical spaces. One prime example is the vulnerability of Face Recognition (FR) based access control in IoT systems. While…

计算机视觉与模式识别 · 计算机科学 2020-08-28 Shasha Li , Karim Khalil , Rameswar Panda , Chengyu Song , Srikanth V. Krishnamurthy , Amit K. Roy-Chowdhury , Ananthram Swami

It is shown that a class of optical physical unclonable functions (PUFs) can be learned to arbitrary precision with arbitrarily high probability, even in the presence of noise, given access to polynomially many challenge-response pairs and…

机器学习 · 计算机科学 2023-09-08 Apollo Albright , Boris Gelfand , Michael Dixon

Lightweight cryptographic primitives are widely deployed in resource-constrained environments, particularly in Internet of Things (IoT) devices. Due to their public accessibility, these devices are vulnerable to physical attacks, especially…

密码学与安全 · 计算机科学 2026-05-20 Kok Ping Lim , Dongyang Jia , Iftekhar Salam

Physics-informed neural networks (PINNs) have emerged as a flexible framework for solving partial differential equations, but their performance on interface problems remains challenging because continuity and flux conditions are typically…

Many password alternatives for web authentication proposed over the years, despite having different designs and objectives, all predominantly rely on the knowledge of some secret. This motivates us, herein, to provide the first detailed…

密码学与安全 · 计算机科学 2019-04-02 Furkan Alaca , AbdelRahman Abdou , Paul C. van Oorschot

Many IoT devices are vulnerable to attacks due to flawed security designs and lacking mechanisms for firmware updates or patches to eliminate the security vulnerabilities. Device-type identification combined with data from vulnerability…

网络与互联网体系结构 · 计算机科学 2021-02-17 Jakob Greis , Artem Yushchenko , Daniel Vogel , Michael Meier , Volker Steinhage

We consider a secret key agreement problem in which noisy physical unclonable function (PUF) outputs facilitate reliable, secure, and private key agreement with the help of public, noiseless, and authenticated storage. PUF outputs are…

信号处理 · 电气工程与系统科学 2021-10-12 Onur Günlü , Rafael F. Schaefer , H. Vincent Poor

Modern chip designs are increasingly complex, making it difficult for developers to glean meaningful insights about hardware behavior while real workloads are running. Hardware introspection aims to solve this by enabling the hardware…

硬件体系结构 · 计算机科学 2025-09-29 Ian McDougall , Shayne Wadle , Harish Batchu , Karthikeyan Sankaralingam

We explore a new pathway to designing unclonable cryptographic primitives. We propose a new notion called unclonable puncturable obfuscation (UPO) and study its implications for unclonable cryptography. Using UPO, we present modular (and…

密码学与安全 · 计算机科学 2024-04-24 Prabhanjan Ananth , Amit Behera

This paper contributes to the study of PUFs vulnerability against modeling attacks by evaluating the security of XOR BR PUFs, XOR TBR PUFs, and obfuscated architectures of XOR BR PUF using a simplified mathematical model and deep learning…

密码学与安全 · 计算机科学 2020-09-10 Mahmoud Khalafalla , Mahmoud A. Elmohr , Catherine Gebotys

We introduce a mathematical framework for simulating Hybrid Boolean Network (HBN) Physically Unclonable Functions (PUFs, HBN-PUFs). We verify that the model is able to reproduce the experimentally observed PUF statistics for uniqueness…

密码学与安全 · 计算机科学 2024-10-28 Noeloikeau Charlot , Daniel J. Gauthier , Daniel Canaday , Andrew Pomerance