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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…

机器学习 · 计算机科学 2026-03-26 Jimmy Gammell , Anand Raghunathan , Abolfazl Hashemi , Kaushik Roy

Although cryptographic algorithms may be mathematically secure, it is often possible to leak secret information from the implementation of the algorithms. Timing and power side-channel vulnerabilities are some of the most widely considered…

密码学与安全 · 计算机科学 2023-10-31 Ferhat Erata , Ruzica Piskac , Victor Mateu , Jakub Szefer

Side-channel attacks allow extracting secret information from the execution of cryptographic primitives by correlating the partially known computed data and the measured side-channel signal. However, to set up a successful side-channel…

密码学与安全 · 计算机科学 2024-09-02 Giuseppe Chiari , Davide Galli , Francesco Lattari , Matteo Matteucci , Davide Zoni

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

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

Various studies among side-channel attacks have tried to extract information through leakages from electronic devices to reach the instruction flow of some appliances. However, previous methods highly depend on the resolution of traced…

密码学与安全 · 计算机科学 2022-08-15 Pouya Narimani , Seyed Amin Habibi , Mohammad Ali Akhaee

Numerous previous works have studied deep learning algorithms applied in the context of side-channel attacks, which demonstrated the ability to perform successful key recoveries. These studies show that modern cryptographic devices are…

密码学与安全 · 计算机科学 2024-01-18 Ruizhe Gu , Ping Wang , Mengce Zheng , Honggang Hu , Nenghai Yu

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…

密码学与安全 · 计算机科学 2018-01-04 Hasindu Gamaarachchi , Harsha Ganegoda

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…

密码学与安全 · 计算机科学 2021-03-30 Saurav Maji , Utsav Banerjee , Anantha P. Chandrakasan

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

Power side-channel attacks are a very effective cryptanalysis technique that can infer secret keys of security ICs by monitoring the power consumption. Since the emergence of practical attacks in the late 90s, they have been a major threat…

密码学与安全 · 计算机科学 2016-05-04 Lu Zhang , Luis Vega , Michael Taylor

Side-channel attacks are a security exploit that take advantage of information leakage. They use measurement and analysis of physical parameters to reverse engineer and extract secrets from a system. Power analysis attacks in particular,…

密码学与安全 · 计算机科学 2021-07-26 Yun Chen , Ali Hajiabadi , Romain Poussier , Andreas Diavastos , Shivam Bhasin , Trevor E. Carlson

Side-channel attacks allow to extract sensitive information from cryptographic primitives by correlating the partially known computed data and the measured side-channel signal. Starting from the raw side-channel trace, the preprocessing of…

密码学与安全 · 计算机科学 2025-01-20 Davide Galli , Giuseppe Chiari , Davide Zoni

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

Over the past decade, side-channels have proven to be significant and practical threats to modern computing systems. Recent attacks have all exploited the underlying shared hardware. While practical, mounting such a complicated attack is…

密码学与安全 · 计算机科学 2020-04-24 Mehmet Sinan Inci , Thomas Eisenbarth , Berk Sunar

Side-channel attacks that leak sensitive information through a computing device's interaction with its physical environment have proven to be a severe threat to devices' security, particularly when adversaries have unfettered physical…

密码学与安全 · 计算机科学 2021-06-15 Ileana Buhan , Lejla Batina , Yuval Yarom , Patrick Schaumont

In recent years, various deep learning techniques have been exploited in side channel attacks, with the anticipation of obtaining more appreciable attack results. Most of them concentrate on improving network architectures or putting…

密码学与安全 · 计算机科学 2024-01-18 Zhimin Luo , Mengce Zheng , Ping Wang , Minhui Jin , Jiajia Zhang , Honggang Hu

Deep Neural Networks (DNN) are vulnerable to adversarial perturbations-small changes crafted deliberately on the input to mislead the model for wrong predictions. Adversarial attacks have disastrous consequences for deep learning-empowered…

密码学与安全 · 计算机科学 2023-03-29 Ruyi Ding , Cheng Gongye , Siyue Wang , Aidong Ding , Yunsi Fei

Existing power analysis techniques rely on strong adversary models with prior knowledge of the leakage or training data. We introduce side-channel analysis with unsupervised learning (SCAUL) that can recover the secret key without requiring…

密码学与安全 · 计算机科学 2020-01-17 Keyvan Ramezanpour , Paul Ampadu , William Diehl

We propose a data-driven method for synthesizing a static analyzer to detect side-channel information leaks in cryptographic software. Compared to the conventional way of manually crafting such a static analyzer, which can be labor…

软件工程 · 计算机科学 2021-02-16 Jingbo Wang , Chungha Sung , Mukund Raghothaman , Chao Wang
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