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We present a novel proof-of-concept attack named Trojan of Things (ToT), which aims to attack NFC- enabled mobile devices such as smartphones. The key idea of ToT attacks is to covertly embed maliciously programmed NFC tags into common…

密码学与安全 · 计算机科学 2017-02-24 Seita Maruyama , Satohiro Wakabayashi , Tatsuya Mori

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

An image encoder pre-trained by self-supervised learning can be used as a general-purpose feature extractor to build downstream classifiers for various downstream tasks. However, many studies showed that an attacker can embed a trojan into…

密码学与安全 · 计算机科学 2025-02-05 Yupei Liu , Yanting Wang , Jinyuan Jia

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…

计算机视觉与模式识别 · 计算机科学 2022-07-28 Jiawang Bai , Kuofeng Gao , Dihong Gong , Shu-Tao Xia , Zhifeng Li , Wei Liu

Deep Neural Networks (DNNs) have found extensive applications in safety-critical artificial intelligence systems, such as autonomous driving and facial recognition systems. However, recent research has revealed their susceptibility to…

密码学与安全 · 计算机科学 2024-08-20 Lingxin Jin , Xianyu Wen , Wei Jiang , Jinyu Zhan

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…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Xiaoling Hu , Xiao Lin , Michael Cogswell , Yi Yao , Susmit Jha , Chao Chen

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.…

机器学习 · 计算机科学 2021-06-14 Songzhu Zheng , Yikai Zhang , Hubert Wagner , Mayank Goswami , Chao Chen

Outsourcing integrated circuit (IC) manufacturing to offshore foundries has grown exponentially in recent years. Given the critical role of ICs in the control and operation of vehicular systems and other modern engineering designs, such…

信息论 · 计算机科学 2017-03-23 Walid Saad , Anibal Sanjab , Yunpeng Wang , Charles Kamhoua , Kevin Kwiat

Neural networks can conceal malicious Trojan backdoors that allow a trigger to covertly change the model behavior. Detecting signs of these backdoors, particularly without access to any triggered data, is the subject of ongoing research and…

机器学习 · 计算机科学 2024-11-07 Todd Huster , Peter Lin , Razvan Stefanescu , Emmanuel Ekwedike , Ritu Chadha

Fault-tolerant routing (FTR) in Networks-on-Chip (NoCs) has become a common practice to sustain the performance of multi-core systems with an increasing number of faults on a chip. On the other hand, usage of third-party intellectual…

硬件体系结构 · 计算机科学 2019-08-02 N Prasad , Navonil Chatterjee , Santanu Chattopadhyay , Indrajit Chakrabarti

The globalization of the Integrated Circuit (IC) supply chain has moved most of the design, fabrication, and testing process from a single trusted entity to various untrusted third-party entities worldwide. The risk of using untrusted…

计算机与社会 · 计算机科学 2022-07-15 Rozhin Yasaei , Sina Faezi , Mohammad Abdullah Al Faruque

Trojan attacks on deep neural networks are both dangerous and surreptitious. Over the past few years, Trojan attacks have advanced from using only a single input-agnostic trigger and targeting only one class to using multiple,…

密码学与安全 · 计算机科学 2023-02-15 Kien Do , Haripriya Harikumar , Hung Le , Dung Nguyen , Truyen Tran , Santu Rana , Dang Nguyen , Willy Susilo , Svetha Venkatesh

The globalized semiconductor supply chain has made Hardware Trojans (HT) a significant security threat to embedded systems, necessitating the design of efficient and adaptable detection mechanisms. Despite promising machine learning-based…

密码学与安全 · 计算机科学 2025-10-29 Zhixin Pan , Ziyu Shu , Linh Nguyen , Amberbir Alemayoh

Hardware Trojans can inflict harm on wireless networks by exploiting the link margins inherent in communication systems. We investigate a setting in which, alongside a legitimate communication link, a hardware Trojan embedded in the…

信息论 · 计算机科学 2024-04-24 Serhat Bakirtas , Matthieu R. Bloch , Elza Erkip

System-on-chip (SoC) developers increasingly rely on pre-verified hardware intellectual property (IP) blocks acquired from untrusted third-party vendors. These IPs might contain hidden malicious functionalities or hardware Trojans to…

密码学与安全 · 计算机科学 2021-12-01 Pravin Gaikwad , Jonathan Cruz , Prabuddha Chakraborty , Swarup Bhunia , Tamzidul Hoque

Hardware Trojans (HTs) threaten the trust and reliability of integrated circuits (ICs), particularly when triggered HTs remain dormant during standard testing and activate only under rare conditions. Existing electromagnetic (EM)…

密码学与安全 · 计算机科学 2026-02-04 Mahsa Tahghigh , Hassan Salmani

Deep neural networks are vulnerable to Trojan attacks. Existing attacks use visible patterns (e.g., a patch or image transformations) as triggers, which are vulnerable to human inspection. In this paper, we propose stealthy and efficient…

计算机视觉与模式识别 · 计算机科学 2022-05-27 Zhenting Wang , Juan Zhai , Shiqing Ma

Recent studies have shown that neural networks are vulnerable to Trojan attacks, where a network is trained to respond to specially crafted trigger patterns in the inputs in specific and potentially malicious ways. This paper proposes MISA,…

密码学与安全 · 计算机科学 2021-09-27 Panagiota Kiourti , Wenchao Li , Anirban Roy , Karan Sikka , Susmit Jha

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…

密码学与安全 · 计算机科学 2026-04-28 Rourab Paul , Krishnendu Guha , Amlan Chakrabarti

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