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Cryptocurrencies have emerged as a new form of digital money that has not escaped the eyes of cyber-attackers. Traditionally, they have been maliciously used as a medium of exchange for proceeds of crime in the cyber dark-market by…

Cryptography and Security · Computer Science 2021-02-23 Aaron Zimba , Mumbi Chishimba , Christabel Ngongola-Reinke , Tozgani Fainess Mbale

Cybersecurity continues to be a difficult issue for society especially as the number of networked systems grows. Techniques to protect these systems range from rules-based to artificial intelligence-based intrusion detection systems and…

Cryptography and Security · Computer Science 2022-05-10 Paul Maxwell , David Niblick , Daniel C. Ruiz

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

The threats of physical side-channel attacks and their countermeasures have been widely researched. Most physical side-channel attacks rely on the unavoidable influence of computation or storage on current consumption or voltage drop on a…

Cryptography and Security · Computer Science 2023-10-24 Saleh Khalaj Monfared , Tahoura Mosavirik , Shahin Tajik

With increasingly sophisticated cyber-adversaries able to access a wider repertoire of mechanisms to implant malware such as ransomware, CPU/GPU keyloggers, and stealthy kernel rootkits, there is an urgent need for techniques to detect and…

Cryptography and Security · Computer Science 2025-01-23 Farshad Khorrami , Ramesh Karri , Prashanth Krishnamurthy

This paper presents SNOW-SCA, the first power side-channel analysis (SCA) attack of a 5G mobile communication security standard candidate, SNOW-V, running on a 32-bit ARM Cortex-M4 microcontroller. First, we perform a generic known-key…

Cryptography and Security · Computer Science 2024-03-14 Harshit Saurabh , Anupam Golder , Samarth Shivakumar Titti , Suparna Kundu , Chaoyun Li , Angshuman Karmakar , Debayan Das

Advanced packaging and chiplet-based integration are increasingly adopted to build complex heterogeneous systems beyond the limits of monolithic scaling. While these architectures offer major benefits in terms of modularity, yield, and…

Cryptography and Security · Computer Science 2026-05-11 Giorgio Di Natale , Christelle Rabache , Pierre-Louis Hellier , Florence Podevin , Sylvain Bourdel , Romain Siragusa , Paolo Maistri

Power analysis is a branch of side channel attacks where power consumption data is used as the side channel to attack the system. First using a device like an oscilloscope power traces are collected when the cryptographic device is doing…

Cryptography and Security · Computer Science 2018-01-04 Hasindu Gamaarachchi , Harsha Ganegoda

The wide deployment of Large Language Models (LLMs) has given rise to strong demands for optimizing their inference performance. Today's techniques serving this purpose primarily focus on reducing latency and improving throughput through…

Cryptography and Security · Computer Science 2025-10-22 Linke Song , Zixuan Pang , Wenhao Wang , Zihao Wang , XiaoFeng Wang , Hongbo Chen , Wei Song , Yier Jin , Dan Meng , Rui Hou

Deep learning has become the de-facto computational paradigm for various kinds of perception problems, including many privacy-sensitive applications such as online medical image analysis. No doubt to say, the data privacy of these deep…

Computer Vision and Pattern Recognition · Computer Science 2019-12-02 Lingxiao Wei , Bo Luo , Yu Li , Yannan Liu , Qiang Xu

Model extraction attacks have been widely applied, which can normally be used to recover confidential parameters of neural networks for multiple layers. Recently, side-channel analysis of neural networks allows parameter extraction even for…

Cryptography and Security · Computer Science 2023-04-03 Jakub Breier , Dirmanto Jap , Xiaolu Hou , Shivam Bhasin

As NIST is putting the final touches on the standardization of PQC (Post Quantum Cryptography) public key algorithms, it is a racing certainty that peskier cryptographic attacks undeterred by those new PQC algorithms will surface. Such a…

Cryptography and Security · Computer Science 2023-11-16 Jong-Yeon Park , Jang-Won Ju , Wonil Lee , Bo-Gyeong Kang , Yasuyuki Kachi , Kouichi Sakurai

To meet the ever-growing need for performance in silicon devices, SoC providers have been increasingly relying on software-hardware cooperation. By controlling hardware resources such as power or clock management from the software,…

Cryptography and Security · Computer Science 2021-11-03 Joseph Gravellier , Jean-Max Dutertre , Yannick Teglia , Philippe Loubet Moundi

While cryptographic algorithms such as the ubiquitous Advanced Encryption Standard (AES) are secure, *physical implementations* of these algorithms in hardware inevitably 'leak' sensitive data such as cryptographic keys. A particularly…

Machine Learning · Computer Science 2026-03-26 Jimmy Gammell , Anand Raghunathan , Abolfazl Hashemi , Kaushik Roy

In this paper, we consider that, in practice, attack scenarios involving side-channel analysis combine two successive phases:an analysis phase, targeting the extraction of information about the target and the identification of possible…

Cryptography and Security · Computer Science 2023-10-12 Lionel Morel , Damien Couroussé , Thomas Hiscock

We demonstrate that the format in which private keys are persisted impacts Side Channel Analysis (SCA) security. Surveying several widely deployed software libraries, we investigate the formats they support, how they parse these keys, and…

Cryptography and Security · Computer Science 2020-04-02 Cesar Pereida García , Sohaib ul Hassan , Nicola Tuveri , Iaroslav Gridin , Alejandro Cabrera Aldaya , Billy Bob Brumley

This work presents a Cross-device Deep-Learning based Electromagnetic (EM-X-DL) side-channel analysis (SCA), achieving >90% single-trace attack accuracy on AES-128, even in the presence of significantly lower signal-to-noise ratio (SNR),…

Cryptography and Security · Computer Science 2020-11-13 Josef Danial , Debayan Das , Anupam Golder , Santosh Ghosh , Arijit Raychowdhury , Shreyas Sen

Deep Learning algorithms have recently become the de-facto paradigm for various prediction problems, which include many privacy-preserving applications like online medical image analysis. Presumably, the privacy of data in a deep learning…

Machine Learning · Computer Science 2018-11-14 Manaar Alam , Debdeep Mukhopadhyay

Timing side-channel attacks pose a major threat to embedded systems due to their ease of accessibility. We propose CIDPro, a framework that relies on dynamic program diversification to mitigate timing side-channel leakage. The proposed…

Cryptography and Security · Computer Science 2018-09-06 Thinh Hung Pham , Alexander Fell , Arnab Kumar Biswas , Siew-Kei Lam , Nandeesha Veeranna

Operating Systems enforce logical isolation using abstractions such as processes, containers, and isolation technologies to protect a system from malicious or buggy code. In this paper, we show new types of side channels through the file…

Cryptography and Security · Computer Science 2025-04-29 Cheng Gu , Yicheng Zhang , Nael Abu-Ghazaleh
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