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Insertion of hardware Trojans (HTs) in integrated circuits is a pernicious threat. Since HTs are activated under rare trigger conditions, detecting them using random logic simulations is infeasible. In this work, we design a reinforcement…

Machine Learning · Computer Science 2022-08-30 Vasudev Gohil , Satwik Patnaik , Hao Guo , Dileep Kalathil , Jeyavijayan , Rajendran

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

Security is an important facet of integrated circuit design for many applications. IP privacy and Trojan insertion are growing threats as circuit fabrication in advanced nodes almost inevitably relies on untrusted foundries. A proposed…

Cryptography and Security · Computer Science 2020-05-21 Joseph Sweeney , Samuel Pagliarini , Lawrence Pileggi

This paper utilizes Reinforcement Learning (RL) as a means to automate the Hardware Trojan (HT) insertion process to eliminate the inherent human biases that limit the development of robust HT detection methods. An RL agent explores the…

Machine Learning · Computer Science 2022-04-12 Amin Sarihi , Ahmad Patooghy , Peter Jamieson , Abdel-Hameed A. Badawy

Consumer and defense systems demanded design and manufacturing of electronics with increased performance, compared to their predecessors. As such systems became ubiquitous in a plethora of domains, their application surface increased, thus…

Cryptography and Security · Computer Science 2022-08-19 Abhijitt Dhavlle

Digital Manufacturing (DM) refers to the on-going adoption of smarter, more agile manufacturing processes and cyber-physical systems. This includes modern techniques and technologies such as Additive Manufacturing (AM)/3D printing, as well…

Cryptography and Security · Computer Science 2023-01-26 Prithwish Basu Roy , Mudit Bhargava , Chia-Yun Chang , Ellen Hui , Nikhil Gupta , Ramesh Karri , Hammond Pearce

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

A trojan backdoor is a hidden pattern typically implanted in a deep neural network. It could be activated and thus forces that infected model behaving abnormally only when an input data sample with a particular trigger present is fed to…

Cryptography and Security · Computer Science 2019-08-12 Wenbo Guo , Lun Wang , Xinyu Xing , Min Du , Dawn Song

The hardware security community has made significant advances in detecting Hardware Trojan vulnerabilities using software fuzzing-inspired automated analysis. However, the Electronic Design Automation (EDA) code base itself remains…

Cryptography and Security · Computer Science 2024-02-01 Akshita Reddy Mavurapu , Haoqi Shan , Xiaolong Guo , Orlando Arias , Dean Sullivan

Hardware reverse engineering is a universal tool for both legitimate and illegitimate purposes. On the one hand, it supports confirmation of IP infringement and detection of circuit malicious manipulations, on the other hand it provides…

Cryptography and Security · Computer Science 2019-10-04 Marc Fyrbiak , Sebastian Strauß , Christian Kison , Sebastian Wallat , Malte Elson , Nikol Rummel , Christof Paar

In this paper, we take a deep dive into microarchitectural security from a hardware designer's perspective by reviewing the existing approaches to detect hardware vulnerabilities during the design phase. We show that a protection gap…

In the evolving landscape of integrated circuit design, detecting Hardware Trojans (HTs) within a multi entity based design cycle presents significant challenges. This research proposes an innovative machine learning-based methodology for…

Machine Learning · Computer Science 2025-04-29 Anindita Chattopadhyay , Siddharth Bisariya , Vijay Kumar Sutrakar

Side-channel analysis has been proven effective at detecting hardware Trojans in integrated circuits (ICs). However, most detection techniques rely on large external probes and antennas for data collection and require a long measurement…

Cryptography and Security · Computer Science 2024-01-23 Hanqiu Wang , Max Panoff , Zihao Zhan , Shuo Wang , Christophe Bobda , Domenic Forte

Many recent papers have proposed novel electrical measurements or physical inspection technologies for defending printed circuit boards (PCBs) and printed circuit board assemblies (PCBAs) against tampering. As motivation, these papers…

Cryptography and Security · Computer Science 2024-10-15 Jacob Harrison , Nathan Jessurun , Mark Tehranipoor

Offshoring the proprietary Intellectual property (IP) has recently increased the threat of malicious logic insertion in the form of Hardware Trojan (HT). A potential and stealthy HT is triggered with nets that switch rarely during regular…

Cryptography and Security · Computer Science 2020-03-31 Sheikh Ariful Islam , Love Kumar Sah , Srinivas Katkoori

Deep Neural Networks are vulnerable to Trojan (or backdoor) attacks. Reverse-engineering methods can reconstruct the trigger and thus identify affected models. Existing reverse-engineering methods only consider input space constraints,…

Cryptography and Security · Computer Science 2022-10-28 Zhenting Wang , Kai Mei , Hailun Ding , Juan Zhai , Shiqing Ma

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…

Cryptography and Security · Computer Science 2024-10-01 Paul Whitten , Francis Wolff , Chris Papachristou

The proliferation of AI technology gives rise to a variety of security threats, which significantly compromise the confidentiality and integrity of AI models and applications. Existing software-based solutions mainly target one specific…

Cryptography and Security · Computer Science 2023-11-29 Xiaobei Yan , Han Qiu , Tianwei Zhang

Number Theoretic Transform (NTT) is the most essential component for polynomial multiplications used in lattice-based Post-Quantum Cryptography (PQC) algorithms such as Kyber, Dilithium, NTRU etc. However, side-channel attacks (SCA) and…

Cryptography and Security · Computer Science 2026-04-28 Rourab Paul , Krishnendu Guha , Amlan Chakrabarti

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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