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Users are demanding increased data security. As a result, security is rapidly becoming a first-order design constraint in next generation computing systems. Researchers and practitioners are exploring various security technologies to meet…

Cryptography and Security · Computer Science 2021-05-04 Deeksha Dangwal , Meghan Cowan , Armin Alaghi , Vincent T. Lee , Brandon Reagen , Caroline Trippel

The number of smartphones, tablets, sensors, and connected wearable devices are rapidly increasing. Today, in many parts of the globe, the penetration of mobile computers has overtaken the number of traditional personal computers. This…

Cryptography and Security · Computer Science 2014-10-21 Muhammad Haris , Hamed Haddadi , Pan Hui

Side-channel attacks are important security challenges as they reveal sensitive information about on-chip activities. Among such attacks, the thermal side-channel has been shown to disclose the activities of key functional blocks and even…

Cryptography and Security · Computer Science 2025-08-06 Dylan Stow , Russell Barnes , Eren Kurshan , Yuan Xie

Confidential virtual machines (CVMs) based on trusted execution environments (TEEs) enable new privacy-preserving solutions. Yet, they leave side-channel leakage outside their threat model, shifting the responsibility of mitigating such…

Cryptography and Security · Computer Science 2025-12-15 Ruiyi Zhang , Albert Cheu , Adria Gascon , Daniel Moghimi , Phillipp Schoppmann , Michael Schwarz , Octavian Suciu

Supervised deep learning has emerged as an effective tool for carrying out power side-channel attacks on cryptographic implementations. While increasingly-powerful deep learning-based attacks are regularly published, comparatively-little…

Machine Learning · Computer Science 2024-10-31 Jimmy Gammell , Anand Raghunathan , Kaushik Roy

While extremely valuable to achieve advanced functions, mobile phone sensors can be abused by attackers to implement malicious activities in Android apps, as experimentally demonstrated by many state-of-the-art studies. There is hence a…

Cryptography and Security · Computer Science 2022-01-19 Xiaoyu Sun , Xiao Chen , Kui Liu , Sheng Wen , Li Li , John Grundy

Discovering new vulnerabilities and implementing security and privacy measures are important to protect systems and data against physical attacks. One such vulnerability is impedance, an inherent property of a device that can be exploited…

Cryptography and Security · Computer Science 2023-12-15 Md Sadik Awal , Md Tauhidur Rahman

The confidentiality of trained AI models on edge devices is at risk from side-channel attacks exploiting power and electromagnetic emissions. This paper proposes a novel training methodology to enhance resilience against such threats by…

Cryptography and Security · Computer Science 2025-06-10 Anuj Dubey , Aydin Aysu

Apps on mobile phones manipulate all sorts of data, including sensitive data, leading to privacy-related concerns. Recent regulations like the European GDPR provide rules for the processing of personal and sensitive data, like that no such…

Cryptography and Security · Computer Science 2023-01-12 Jordan Samhi , Maria Kober , Abdoul Kader Kabore , Steven Arzt , Tegawendé F. Bissyandé , Jacques Klein

With the recent advancements in machine learning theory, many commercial embedded micro-processors use neural network models for a variety of signal processing applications. However, their associated side-channel security vulnerabilities…

Cryptography and Security · Computer Science 2021-03-30 Saurav Maji , Utsav Banerjee , Anantha P. Chandrakasan

Data leakage is the inadvertent transfer of information between training and evaluation datasets that poses a subtle, yet critical, risk to the reliability of machine learning (ML) models in safety-critical systems such as automotive…

Cryptography and Security · Computer Science 2026-04-09 Md Abu Ahammed Babu , Sushant Kumar Pandey , Darko Durisic , Andras Balint , Miroslaw Staron

Memory leaks are prevalent in various real-world software projects, thereby leading to serious attacks like denial-of-service. Though prior methods for detecting memory leaks made significant advance, they often suffer from low accuracy and…

Cryptography and Security · Computer Science 2025-04-08 Hongliang Liang , Luming Yin , Guohao Wu , Yuxiang Li , Qiuping Yi , Lei Wang

Cameras capture images that are essential for many safety-critical tasks. To process these images, a complex pipeline with multiple layers is used. Security attacks on this pipeline can severely affect passenger safety and system…

Cryptography and Security · Computer Science 2026-01-08 Michael Kühr , Mohammad Hamad , Pedram MohajerAnsari , Mert D. Pesé , Sebastian Steinhorst

Network theory and inverse modeling are two standard tools of applied physics, whose combination is needed when studying the dynamical organization of spatially distributed systems from indirect measurements. However, the associated…

Data Analysis, Statistics and Probability · Physics 2015-01-30 Vincent Wens

Today's mobile devices contain densely packaged system-on-chips (SoCs) with multi-core, high-frequency CPUs and complex pipelines. In parallel, sophisticated SoC-assisted security mechanisms have become commonplace for protecting device…

Leakage contracts have recently been proposed as a new security abstraction at the Instruction Set Architecture (ISA) level. Such contracts aim to faithfully capture the information processors may leak through side effects of their…

Cryptography and Security · Computer Science 2023-09-29 Zilong Wang , Gideon Mohr , Klaus von Gleissenthall , Jan Reineke , Marco Guarnieri

We present a kernel-level infrastructure that allows system-wide detection of malicious applications attempting to exploit cache-based side-channel attacks to break the process confinement enforced by standard operating systems. This…

Cryptography and Security · Computer Science 2024-02-22 Stefano Carnà , Serena Ferracci , Francesco Quaglia , Alessandro Pellegrini

Various side-channel attacks (SCAs) on ICs have been successfully demonstrated and also mitigated to some degree. In the context of 3D ICs, however, prior art has mainly focused on efficient implementations of classical SCA countermeasures.…

Cryptography and Security · Computer Science 2019-06-07 Johann Knechtel , Ozgur Sinanoglu

Despite its ever-increasing impact, security is not considered as a design objective in commercial electronic design automation (EDA) tools. This results in vulnerabilities being overlooked during the software-hardware design process.…

Cryptography and Security · Computer Science 2023-08-08 Lennart M. Reimann , Jonathan Wiesner , Dominik Sisejkovic , Farhad Merchant , Rainer Leupers

Data science pipelines to train and evaluate models with machine learning may contain bugs just like any other code. Leakage between training and test data can lead to overestimating the model's accuracy during offline evaluations, possibly…

Software Engineering · Computer Science 2022-09-08 Chenyang Yang , Rachel A Brower-Sinning , Grace A. Lewis , Christian Kästner