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Register Files (RFs) are the most frequently accessed memories in a microprocessor for fast and efficient computation and control logic. Segment registers and control registers are especially critical for maintaining the CPU mode of…

密码学与安全 · 计算机科学 2019-04-16 Mohammad Nasim Imtiaz Khan , Asmit De , Swaroop Ghosh

The threat of hardware Trojans has been widely recognized by academia, industry, and government agencies. A Trojan can compromise security of a system in spite of cryptographic protection. The damage caused by a Trojan may not be limited to…

密码学与安全 · 计算机科学 2015-11-25 Elena Dubrova , Mats Näslund , Gunnar Carlsson , John Fornehed , Ben Smeets

The availability of wide-ranging third-party intellectual property (3PIP) cores enables integrated circuit (IC) designers to focus on designing high-level features in ASICs/SoCs. The massive proliferation of ICs brings with it an increased…

机器学习 · 计算机科学 2022-03-07 Nikhil Muralidhar , Abdullah Zubair , Nathanael Weidler , Ryan Gerdes , Naren Ramakrishnan

In a zero-trust fabless paradigm, designers are increasingly concerned about hardware-based attacks on the semiconductor supply chain. Logic locking is a design-for-trust method that adds extra key-controlled gates in the circuits to…

密码学与安全 · 计算机科学 2024-02-07 Yeganeh Aghamohammadi , Amin Rezaei

The semiconductor industry is fully globalized and integrated circuits (ICs) are commonly defined, designed and fabricated in different premises across the world. This reduces production costs, but also exposes ICs to supply chain attacks,…

密码学与安全 · 计算机科学 2017-10-31 Vasilios Mavroudis , Andrea Cerulli , Petr Svenda , Dan Cvrcek , Dusan Klinec , George Danezis

The security of logic locking has been called into question by various attacks, especially a Boolean satisfiability (SAT) based attack, that exploits scan access in a working chip. Among other techniques, a robust design-for-security (DFS)…

密码学与安全 · 计算机科学 2019-06-20 Nimisha Limaye , Abhrajit Sengupta , Mohammed Nabeel , Ozgur Sinanoglu

The increase in design cost and complexity have motivated designers to adopt modular design of System on Chip (SoC) by integrating independently designed small chiplets. However, it introduces new challenges for correctness validation,…

硬件体系结构 · 计算机科学 2019-10-14 Pritam Majumder , Sungkeun Kim , Jiayi Huang , Ki Hwan Yum , Eun Jung Kim

In this paper, we introduce a Learning Assisted Side Channel delay Analysis (LASCA) methodology for Hardware Trojan detection. Our proposed solution, unlike the prior art, does not require a Golden IC. Instead, it trains a Neural Network to…

密码学与安全 · 计算机科学 2020-01-20 Ashkan Vakil , Farnaz Behnia , Ali Mirzaeian , Houman Homayoun , Naghmeh Karimi , Avesta Sasan

Software-exploitable Hardware Trojans (HTs) enable attackers to execute unauthorized software or gain illicit access to privileged operations. This manuscript introduces a hardware-based methodology for detecting runtime HT activations…

密码学与安全 · 计算机科学 2025-09-25 Alessandro Palumbo , Ruben Salvador

At S&P 2023, Puschner et al. made a valuable dataset for hardware Trojan detection research publicly available. It contains a complete set of Scanning Electron Microscope (SEM) images of four different digital Integrated Circuits (ICs)…

密码学与安全 · 计算机科学 2026-03-24 Kolja Dorschel , René Walendy , Lukas Plätz , Thorben Moos , Christof Paar , Steffen Becker

We propose CLEANN, the first end-to-end framework that enables online mitigation of Trojans for embedded Deep Neural Network (DNN) applications. A Trojan attack works by injecting a backdoor in the DNN while training; during inference, the…

机器学习 · 计算机科学 2020-09-08 Mojan Javaheripi , Mohammad Samragh , Gregory Fields , Tara Javidi , Farinaz Koushanfar

Backdoor (Trojan) attacks are an important type of adversarial exploit against deep neural networks (DNNs), wherein a test instance is (mis)classified to the attacker's target class whenever the attacker's backdoor trigger is present. In…

机器学习 · 计算机科学 2023-08-22 Xi Li , Zhen Xiang , David J. Miller , George Kesidis

Time Series Classification (TSC) is highly vulnerable to backdoor attacks, posing significant security threats. Existing methods primarily focus on data poisoning during the training phase, designing sophisticated triggers to improve…

密码学与安全 · 计算机科学 2025-02-04 Chang Dong , Zechao Sun , Guangdong Bai , Shuying Piao , Weitong Chen , Wei Emma Zhang

Hardware trojan detection methods, based on machine learning (ML) techniques, mainly identify suspected circuits but lack the ability to explain how the decision was arrived at. An explainable methodology and architecture is introduced…

密码学与安全 · 计算机科学 2024-10-01 Paul Whitten , Francis Wolff , Chris Papachristou

While neural networks demonstrate stronger capabilities in pattern recognition nowadays, they are also becoming larger and deeper. As a result, the effort needed to train a network also increases dramatically. In many cases, it is more…

密码学与安全 · 计算机科学 2025-08-19 Yuntao Liu , Yang Xie , Ankur Srivastava

In this paper, we study the possibility of designing non-trivial random CSP models by exploiting the intrinsic connection between structures and typical-case hardness. We show that constraint consistency, a notion that has been developed to…

人工智能 · 计算机科学 2011-10-12 J. Culberson , Y. Gao

The transistors used to construct Integrated Circuits (ICs) continue to shrink. While this shrinkage improves performance and density, it also reduces trust: the price to build leading-edge fabrication facilities has skyrocketed, forcing…

密码学与安全 · 计算机科学 2019-06-24 Timothy Trippel , Kang G. Shin , Kevin B. Bush , Matthew Hicks

This paper discusses how hot carrier injection (HCI) can be exploited to create a trojan that will cause hardware failures. The trojan is produced not via additional logic circuitry but by controlled scenarios that maximize and accelerate…

硬件体系结构 · 计算机科学 2009-06-23 Y. Shiyanovskii , F. Wolff , C. Papachristou , D. Weyer , W. Clay

We present an algorithm to perform trust-region-based optimization for nonlinear unconstrained problems. The method selectively uses function and gradient evaluations at different floating-point precisions to reduce the overall energy…

最优化与控制 · 数学 2022-02-18 Richard J Clancy , Matt Menickelly , Jan Hückelheim , Paul Hovland , Prani Nalluri , Rebecca Gjini

In recent years, due to the trend in globalization, system integrators have had to deal with integrated circuit (IC)/intellectual property (IP) counterfeiting more than ever. These counterfeit hardware issues counterfeit hardware that have…

密码学与安全 · 计算机科学 2018-06-15 Fatemeh Tehranipoor