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In the fourth industrial revolution, securing the protection of the supply chain has become an ever-growing concern. One such cyber threat is a hardware Trojan (HT), a malicious modification to an IC. HTs are often identified in the…

Cryptography and Security · Computer Science 2022-03-17 Kento Hasegawa , Kazuki Yamashita , Seira Hidano , Kazuhide Fukushima , Kazuo Hashimoto , Nozomu Togawa

The Hardware Trojan (HT) problem can be thought of as a continuous game between attackers and defenders, each striving to outsmart the other by leveraging any available means for an advantage. Machine Learning (ML) has recently played a key…

Cryptography and Security · Computer Science 2024-12-10 Amin Sarihi , Peter Jamieson , Ahmad Patooghy , Abdel-Hameed A. Badawy

The threat of hardware Trojans (HTs) in security-critical IPs like cryptographic accelerators poses severe security risks. The HT detection methods available today mostly rely on golden models and detailed circuit specifications. Often they…

Cryptography and Security · Computer Science 2023-12-12 Anna Lena Duque Antón , Johannes Müller , Lucas Deutschmann , Mohammad Rahmani Fadiheh , Dominik Stoffel , Wolfgang Kunz

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

Hardware Trojans are malicious modifications in digital designs that can be inserted by untrusted supply chain entities. Hardware Trojans can give rise to diverse attack vectors such as information leakage (e.g. MOLES Trojan) and…

Cryptography and Security · Computer Science 2025-02-21 Tanzim Mahfuz , Pravin Gaikwad , Tasneem Suha , Swarup Bhunia , Prabuddha Chakraborty

Deep neural networks are known to have security issues. One particular threat is the Trojan attack. It occurs when the attackers stealthily manipulate the model's behavior through Trojaned training samples, which can later be exploited.…

Machine Learning · Computer Science 2021-06-14 Songzhu Zheng , Yikai Zhang , Hubert Wagner , Mayank Goswami , Chao Chen

Hardware Trojans (HTs) have become a serious problem, and extermination of them is strongly required for enhancing the security and safety of integrated circuits. An effective solution is to identify HTs at the gate level via machine…

Cryptography and Security · Computer Science 2022-05-30 Kento Hasegawa , Seira Hidano , Kohei Nozawa , Shinsaku Kiyomoto , Nozomu Togawa

Deep learning architectures (DLA) have shown impressive performance in computer vision, natural language processing and so on. Many DLA make use of cloud computing to achieve classification due to the high computation and memory…

Cryptography and Security · Computer Science 2021-01-28 Tolulope A. Odetola , Hawzhin Raoof Mohammed , Syed Rafay Hasan

Hardware Trojan detection and protection is becoming more crucial as more untrusted third parties manufacture many parts of critical systems nowadays. The most common way to detect hardware Trojans is comparing the untrusted design with a…

Cryptography and Security · Computer Science 2017-11-06 Amr Alanwar , Mona A. Aboelnaga , Yousra Alkabani , M. Watheq El-Kharashi , Hassan Bedour

This work focuses on advancing security research in the hardware design space by formally defining the realistic problem of Hardware Trojan (HT) detection. The goal is to model HT detection more closely to the real world, i.e., describing…

Cryptography and Security · Computer Science 2024-02-29 Amin Sarihi , Ahmad Patooghy , Abdel-Hameed A. Badawy , Peter Jamieson

Internet of Things connects lots of small constrained devices to the Internet. As in any other environment, communication security is important and cryptographic algorithms are one of many elements that we use in order to keep messages…

Cryptography and Security · Computer Science 2017-02-28 Jakub Breier , Wei He

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

Due to the globalization of Integrated Circuit (IC) supply chain, hardware trojans and the attacks that can trigger them have become an important security issue. One type of hardware Trojans leverages the don't care transitions in Finite…

Symbolic Computation · Computer Science 2021-11-09 Ruochen Dai , Tuba Yavuz

Security of modern Deep Neural Networks (DNNs) is under severe scrutiny as the deployment of these models become widespread in many intelligence-based applications. Most recently, DNNs are attacked through Trojan which can effectively…

Cryptography and Security · Computer Science 2020-03-31 Adnan Siraj Rakin , Zhezhi He , Deliang Fan

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…

Machine Learning · Computer Science 2022-03-07 Nikhil Muralidhar , Abdullah Zubair , Nathanael Weidler , Ryan Gerdes , Naren Ramakrishnan

The growing complexity of global supply chains has made hardware Trojans a significant threat in sensor-based power electronics. Traditional Trojan designs depend on digital triggers or fixed threshold conditions that can be detected during…

Cryptography and Security · Computer Science 2025-10-01 Yonatan Gizachew Achamyeleh , Yang Xiang , Yun-Ping Hsiao , Yasamin Moghaddas , Mohammad Abdullah Al Faruque

In Natural Language Processing (NLP), intelligent neuron models can be susceptible to textual Trojan attacks. Such attacks occur when Trojan models behave normally for standard inputs but generate malicious output for inputs that contain a…

Computation and Language · Computer Science 2023-08-23 Qian Lou , Yepeng Liu , Bo Feng

With the surge of Machine Learning (ML), An emerging amount of intelligent applications have been developed. Deep Neural Networks (DNNs) have demonstrated unprecedented performance across various fields such as medical diagnosis and…

Cryptography and Security · Computer Science 2022-04-12 Xinqiao Zhang , Huili Chen , Ke Huang , Farinaz Koushanfar

Electronic Design Automation (EDA) industry heavily reuses third party IP cores. These IP cores are vulnerable to insertion of Hardware Trojans (HTs) at design time by third party IP core providers or by malicious insiders in the design…

Cryptography and Security · Computer Science 2017-04-14 Syed Kamran Haider , Chenglu Jin , Marten van Dijk

In this paper, we will demonstrate Hardware Trojan Attacks on four different digital designs implemented on FPGA. The hardware trojan is activated based on special logical and reduction-based operations on vectors which makes the…

Cryptography and Security · Computer Science 2022-10-26 Mayukhmali Das , Sounak Dutta , Sayan Chatterjee