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This paper presents several novel algorithms for real-time cyberattack detection using the Auto-Associative Deep Random Neural Network, which were developed in the HORIZON 2020 IoTAC Project. Some of these algorithms require offline…

密码学与安全 · 计算机科学 2023-03-22 Erol Gelenbe , Mert Nakıp

The security of modern electronic devices relies on secret keys stored on secure hardware modules as the root-of-trust (RoT). Extracting those keys would break the security of the entire system. As shown before, sophisticated side-channel…

密码学与安全 · 计算机科学 2021-02-24 Thilo Krachenfels , Tuba Kiyan , Shahin Tajik , Jean-Pierre Seifert

Modern x86 processors have many prefetch instructions that can be used by programmers to boost performance. However, these instructions may also cause security problems. In particular, we found that on Intel processors, there are two…

密码学与安全 · 计算机科学 2022-08-18 Yanan Guo , Andrew Zigerelli , Youtao Zhang , Jun Yang

Power side-channel (PSC) attacks are widely used in embedded microcontrollers, particularly in cryptographic applications, to extract sensitive information. However, expanding the applications of PSC attacks to broader security contexts in…

密码学与安全 · 计算机科学 2025-01-09 Pouya Narimani , Meng Wang , Ulysse Planta , Ali Abbasi

Cache timing attacks use shared caches in multi-core processors as side channels to extract information from victim processes. These attacks are particularly dangerous in cloud infrastructures, in which the deployed countermeasures cause…

密码学与安全 · 计算机科学 2019-04-26 Iván Prada , Francisco D. Igual , Katzalin Olcoz

Detection and quantification of information leaks through timing side channels are important to guarantee confidentiality. Although static analysis remains the prevalent approach for detecting timing side channels, it is computationally…

密码学与安全 · 计算机科学 2019-07-25 Saeid Tizpaz-Niari , Pavol Cerny , Sriram Sankaranarayanan , Ashutosh Trivedi

Side Channel Analysis attacks take advantage of the information leaked from the implementations of cryptographic algorithms. In this paper we describe two key revealing methods which are based on machine learning algorithms: K-means and…

密码学与安全 · 计算机科学 2022-01-06 Marcin Aftowicz , Ievgen Kabin , Dan Klann , Yauhen Varabei , Zoya Dyka , Peter Langendoerfer

Cryptography is vital for data security, but cryptographic algorithms can still be vulnerable to side-channel attacks (SCAs), physical assaults exploiting power consumption and EM radiation. SCAs pose a significant threat to cryptographic…

密码学与安全 · 计算机科学 2024-02-16 Muhammad Rusyaidi Zunaidi , Asanka Sayakkara , Mark Scanlon

The deep learning revolution has been enabled in large part by GPUs, and more recently accelerators, which make it possible to carry out computationally demanding training and inference in acceptable times. As the size of machine learning…

密码学与安全 · 计算机科学 2022-03-31 Sankha Baran Dutta , Hoda Naghibijouybari , Arjun Gupta , Nael Abu-Ghazaleh , Andres Marquez , Kevin Barker

Physical side-channel attacks can compromise the security of integrated circuits. Most physical side-channel attacks (e.g., power or electromagnetic) exploit the dynamic behavior of a chip, typically manifesting as changes in current…

密码学与安全 · 计算机科学 2024-09-02 Saleh Khalaj Monfared , Domenic Forte , Shahin Tajik

This work presents a new tool to verify the correctness of cryptographic implementations with respect to cache attacks. Our methodology discovers vulnerabilities that are hard to find with other techniques, observed as exploitable leakage.…

密码学与安全 · 计算机科学 2017-09-07 Gorka Irazoqui , Kai Cong , Xiaofei Guo , Hareesh Khattri , Arun Kanuparthi , Thomas Eisenbarth , Berk Sunar

Timing side channels have been used to extract cryptographic keys and sensitive documents, even from trusted enclaves. In this paper, we focus on cache side channels created by access to shared code or data in the memory hierarchy. This…

密码学与安全 · 计算机科学 2021-12-20 Divya Ojha , Sandhya Dwarkadas

This paper demonstrates a power analysis-based Side-Channel Analysis (SCA) attack on the SNOW-V encryption algorithm, which is a 5G mobile communication security standard candidate. Implemented on an STM32 microcontroller, power traces…

密码学与安全 · 计算机科学 2025-12-29 Deepak , Rahul Balout , Anupam Golder , Suparna Kundu , Angshuman Karmakar , Debayan Das

RISC-V processors are becoming ubiquitous in critical applications, but their susceptibility to microarchitectural side-channel attacks is a serious concern. Detection of microarchitectural attacks in RISC-V is an emerging research topic…

密码学与安全 · 计算机科学 2025-10-22 Muhammad Hassan , Maria Mushtaq , Jaan Raik , Tara Ghasempouri

To improve efficiency, nearly all parallel processing units (CPUs and GPUs) implement relaxed memory models in which memory operations may be re-ordered, i.e., executed out-of-order. Prior testing work in this area found that memory…

密码学与安全 · 计算机科学 2026-01-14 Sean Siddens , Sanya Srivastava , Reese Levine , Josiah Dykstra , Tyler Sorensen

Power-based side-channel is a serious security threat to the System on Chip (SoC). The secret information is leaked from the power profile of the system while a cryptographic algorithm is running. The mitigation requires efforts from both…

密码学与安全 · 计算机科学 2021-07-06 Pantea Kiaei , Yuan Yao , Patrick Schaumont

This paper presents a novel singletrace sidechannel attack on FALCON a latticebased postquantum digital signature protocol recently approved for standardization by NIST We target the discrete Gaussian sampling operation within FALCONs key…

密码学与安全 · 计算机科学 2025-05-05 Jinyi Qiu , Aydin Aysu

Large language models (LLMs) possess extensive knowledge and question-answering capabilities, having been widely deployed in privacy-sensitive domains like finance and medical consultation. During LLM inferences, cache-sharing methods are…

密码学与安全 · 计算机科学 2024-12-02 Xinyao Zheng , Husheng Han , Shangyi Shi , Qiyan Fang , Zidong Du , Xing Hu , Qi Guo

Most current approaches for protecting privacy in machine learning (ML) assume that models exist in a vacuum. Yet, in reality, these models are part of larger systems that include components for training data filtering, output monitoring,…

Cryptographic research takes software timing side channels seriously. Approaches to mitigate them include constant-time coding and techniques to enforce such practices. However, recent attacks like Meltdown [42], Spectre [37], and…