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Logic locking and hardware Trojans are two fields in hardware security that have been mostly developed independently from each other. In this paper, we identify the relationship between these two fields. We find that a common structure that…

Cryptography and Security · Computer Science 2025-08-20 Yuntao Liu , Aruna Jayasena , Prabhat Mishra , Ankur Srivastava

We introduce a new class of hardware trojans called interrupt-resilient trojans (IRTs). Our work is motivated by the observation that hardware trojan attacks on CPUs, even under favorable attack scenarios (e.g., an attacker with local…

Cryptography and Security · Computer Science 2024-05-06 Athanasios Moschos , Fabian Monrose , Angelos D. Keromytis

Training machine learning models can be very expensive or even unaffordable. This may be, for example, due to data limitations, such as unavailability or being too large, or computational power limitations. Therefore, it is a common…

Computer Vision and Pattern Recognition · Computer Science 2024-12-12 Mohamed E. Hussein , Sudharshan Subramaniam Janakiraman , Wael AbdAlmageed

With the globalization of the semiconductor manufacturing process, electronic devices are powerless against malicious modification of hardware in the supply chain. The ever-increasing threat of hardware Trojan attacks against integrated…

Cryptography and Security · Computer Science 2019-03-13 Kyle Worley , Md Tauhidur Rahman

This report investigates the potential impact of a Trojan attack on power conversion circuits, specifically a switching signal attack designed to trigger a locking of the pulse width modulation (PWM) signal that goes to a power field-effect…

Signal Processing · Electrical Eng. & Systems 2023-05-24 Jacob Sillman , Ajay Suresh

As industry moves toward chiplet-based designs, the insertion of hardware Trojans poses a significant threat to the security of these systems. These systems rely heavily on cache coherence for coherent data communication, making coherence…

Cryptography and Security · Computer Science 2022-10-04 Gino A. Chacon , Charles Williams , Johann Knechtel , Ozgur Sinanoglu , Paul V. Gratz

In hardware accelerators used in data centers and safety-critical applications, soft errors and resultant silent data corruption significantly compromise reliability, particularly when upsets occur in control-flow operations, leading to…

Hardware Architecture · Computer Science 2025-05-09 Tomonari Tanaka , Takumi Uezono , Kohei Suenaga , Masanori Hashimoto

The increasing complexity and cost of manufacturing monolithic chips have driven the semiconductor industry toward chiplet-based designs, where smaller and modular chiplets are integrated onto a single interposer. While chiplet…

Cryptography and Security · Computer Science 2025-04-29 Saleh Khalaj Monfared , Maryam Saadat Safa , Shahin Tajik

HADES is a fully automated verification tool for pipeline-based microprocessors that aims at flaws caused by improperly handled data hazards. It focuses on single-pipeline microprocessors designed at the register transfer level (RTL) and…

Hardware Architecture · Computer Science 2016-12-16 Lukáš Charvát , Aleš Smrčka , Tomáš Vojnar

With the rising popularity of machine learning and the ever increasing demand for computational power, there is a growing need for hardware optimized implementations of neural networks and other machine learning models. As the technology…

Machine Learning · Computer Science 2018-06-18 Joseph Clements , Yingjie Lao

Despite their success and popularity, deep neural networks (DNNs) are vulnerable when facing backdoor attacks. This impedes their wider adoption, especially in mission critical applications. This paper tackles the problem of Trojan…

Computer Vision and Pattern Recognition · Computer Science 2022-04-05 Xiaoling Hu , Xiao Lin , Michael Cogswell , Yi Yao , Susmit Jha , Chao Chen

Recently, it has been shown that deep learning models are vulnerable to Trojan attacks, where an attacker can install a backdoor during training time to make the resultant model misidentify samples contaminated with a small trigger patch.…

Computer Vision and Pattern Recognition · Computer Science 2020-06-11 Haripriya Harikumar , Vuong Le , Santu Rana , Sourangshu Bhattacharya , Sunil Gupta , Svetha Venkatesh

Many design companies have gone fabless and rely on external fabrication facilities to produce chips due to increasing cost of semiconductor manufacturing. However, not all of these facilities can be considered trustworthy; some may inject…

Cryptography and Security · Computer Science 2024-10-01 Kevin Kwiat , Jason Kulick , Paul Ratazzi

Attestation is a strong tool to verify the integrity of an untrusted system. However, in recent years, different attacks have appeared that are able to mislead the attestation process with treacherous practices as memory copy, proxy, and…

Cryptography and Security · Computer Science 2021-10-05 Ignacio M. Delgado-Lozano , Macarena C. Martínez-Rodríguez , Alexandros Bakas , Billy Bob Brumley , Antonis Michalas

Large Language Models (LLMs) have demonstrated impressive generative capabilities across diverse tasks but remain susceptible to hallucinations, confidently generated yet factually incorrect outputs. We introduce a reference-free,…

Computation and Language · Computer Science 2025-10-17 Keshav Kumar

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…

Cryptography and Security · Computer Science 2019-04-16 Mohammad Nasim Imtiaz Khan , Asmit De , Swaroop Ghosh

Due to the current horizontal business model that promotes increasing reliance on untrusted third-party Intellectual Properties (IPs), CAD tools, and design facilities, hardware Trojan attacks have become a serious threat to the…

Cryptography and Security · Computer Science 2022-04-20 Jonathan Cruz , Pravin Gaikwad , Abhishek Nair , Prabuddha Chakraborty , Swarup Bhunia

The security of deep neural networks (DNNs) has attracted increasing attention due to their widespread use in various applications. Recently, the deployed DNNs have been demonstrated to be vulnerable to Trojan attacks, which manipulate…

Computer Vision and Pattern Recognition · Computer Science 2022-07-28 Jiawang Bai , Kuofeng Gao , Dihong Gong , Shu-Tao Xia , Zhifeng Li , Wei Liu

Hardware Transactional Memory (HTM) allows lock-free programming as easy as with traditional coarse-grain locks or similar, while benefiting from the performance advantages of fine-grained locking. Many HTM implementations have been…

Hardware Architecture · Computer Science 2025-10-21 Konstantinos Kafousis

This work corroborates a run-time Trojan detection method exploiting STRong Intentional Perturbation of inputs, is a multi-domain Trojan detection defence across Vision, Text and Audio domains---thus termed as STRIP-ViTA. Specifically,…

Cryptography and Security · Computer Science 2019-11-26 Yansong Gao , Yeonjae Kim , Bao Gia Doan , Zhi Zhang , Gongxuan Zhang , Surya Nepal , Damith C. Ranasinghe , Hyoungshick Kim
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