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To defeat side-channel attacks, many recent countermeasures work by enforcing random run-time variability to the target computing platform in terms of clock jitters, frequency and voltage scaling, and phase shift, also combining the…

密码学与安全 · 计算机科学 2024-09-17 Davide Galli , Adriano Guarisco , William Fornaciari , Matteo Matteucci , Davide Zoni

Machine learning (ML) models can be trade secrets due to their development cost. Hence, they need protection against malicious forms of reverse engineering (e.g., in IP piracy). With a growing shift of ML to the edge devices, in part for…

密码学与安全 · 计算机科学 2021-09-02 Anuj Dubey , Rosario Cammarota , Vikram Suresh , Aydin Aysu

Side-channel attacks (SCAs), which infer secret information (for example secret keys) by exploiting information that leaks from the implementation (such as power consumption), have been shown to be a non-negligible threat to modern…

密码学与安全 · 计算机科学 2023-10-26 Shan Jin , Minghua Xu , Yiwei Cai

The run-time electromagnetic (EM) emanation of microprocessors presents a side-channel that leaks the confidentiality of the applications running on them. Many recent works have demonstrated successful attacks leveraging such side-channels…

密码学与安全 · 计算机科学 2025-10-16 Nuntipat Narkthong , Yukui Luo , Xiaolin Xu

Analog compute-in-memory (CIM) systems are promising for deep neural network (DNN) inference acceleration due to their energy efficiency and high throughput. However, as the use of DNNs expands, protecting user input privacy has become…

密码学与安全 · 计算机科学 2023-05-30 Ziyu Wang , Yuting Wu , Yongmo Park , Sangmin Yoo , Xinxin Wang , Jason K. Eshraghian , Wei D. Lu

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…

密码学与安全 · 计算机科学 2024-02-22 Stefano Carnà , Serena Ferracci , Francesco Quaglia , Alessandro Pellegrini

Side-channel attacks try to extract secret information from a system by analyzing different side-channel signatures, such as power consumption, electromagnetic emanation, thermal dissipation, acoustics, time, etc. Power-based side-channel…

密码学与安全 · 计算机科学 2026-01-01 Sahan Sanjaya , Aruna Jayasena , Prabhat Mishra

Static side-channel analysis attacks, which rely on a stopped clock to extract sensitive information, pose a growing threat to embedded systems' security. To protect against such attacks, several proposed defenses aim to detect unexpected…

密码学与安全 · 计算机科学 2025-10-01 Kyle Mitard , Saleh Khalaj Monfared , Fatemeh Khojasteh Dana , Robert Dumitru , Yuval Yarom , Shahin Tajik

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

Different from the traditional software vulnerability, the microarchitecture side channel has three characteristics: extensive influence, potent threat, and tough defense. The main reason for the micro-architecture side channel is resource…

密码学与安全 · 计算机科学 2019-10-29 Yue Zhang , Ziyuan Zhu , Dan Meng

Side-channel attacks have become a severe threat to the confidentiality of computer applications and systems. One popular type of such attacks is the microarchitectural attack, where the adversary exploits the hardware features to break the…

密码学与安全 · 计算机科学 2021-03-29 Xiaoxuan Lou , Tianwei Zhang , Jun Jiang , Yinqian Zhang

Recent research has demonstrated that Intel's SGX is vulnerable to software-based side-channel attacks. In a common attack, the adversary monitors CPU caches to infer secret-dependent data accesses patterns. Known defenses have major…

Physical side channels emerge from the relation between internal computation or data with observable physical parameters of a chip. Previous works mostly focus on properties related to current consumption such as power consumption. The…

密码学与安全 · 计算机科学 2024-10-02 Md Sadik Awal , Buddhipriya Gayanath , Md Tauhidur Rahman

In-memory computing (IMC) systems have great potential for accelerating data-intensive tasks such as deep neural networks (DNNs). As DNN models are generally highly proprietary, the neural network architectures become valuable targets for…

密码学与安全 · 计算机科学 2023-03-28 Ziyu Wang , Fan-hsuan Meng , Yongmo Park , Jason K. Eshraghian , Wei D. Lu

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…

密码学与安全 · 计算机科学 2023-10-12 Lionel Morel , Damien Couroussé , Thomas Hiscock

In recent years a new class of side-channel attacks has emerged. Instead of targeting device emissions during dynamic computation, adversaries now frequently exploit the leakage or response behaviour of integrated circuits in a static…

密码学与安全 · 计算机科学 2024-12-09 Robert Dumitru , Thorben Moos , Andrew Wabnitz , Yuval Yarom

As deep learning gains popularity, edge IoT devices have seen proliferating deployment of pre-trained Deep Neural Network (DNN) models. These DNNs represent valuable intellectual property and face significant confidentiality threats from…

密码学与安全 · 计算机科学 2025-02-24 Ruyi Ding , Cheng Gongye , Davis Ranney , Aidong Adam Ding , Yunsi Fei

Side-channel attacks exploit variations in non-functional behaviors to expose sensitive information across security boundaries. Existing methods leverage side-channels based on power consumption, electromagnetic radiation, silicon substrate…

密码学与安全 · 计算机科学 2025-07-31 Sahan Sanjaya , Aruna Jayasena , Prabhat Mishra

Side-channel attacks on microprocessors, like the RISC-V, exhibit security vulnerabilities that lead to several design challenges. Hence, it is imperative to study and analyze these security vulnerabilities comprehensively. In this paper,…

密码学与安全 · 计算机科学 2021-06-17 Mahya Morid Ahmadi , Faiq Khalid , Muhammad Shafique

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…