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Adversarial attacks on deep learning-based models pose a significant threat to the current AI infrastructure. Among them, Trojan attacks are the hardest to defend against. In this paper, we first introduce a variation of the Badnet kind of…

Computer Vision and Pattern Recognition · Computer Science 2022-07-11 Haripriya Harikumar , Santu Rana , Kien Do , Sunil Gupta , Wei Zong , Willy Susilo , Svetha Venkastesh

Advanced packaging and chiplet-based integration are increasingly adopted to build complex heterogeneous systems beyond the limits of monolithic scaling. While these architectures offer major benefits in terms of modularity, yield, and…

Cryptography and Security · Computer Science 2026-05-11 Giorgio Di Natale , Christelle Rabache , Pierre-Louis Hellier , Florence Podevin , Sylvain Bourdel , Romain Siragusa , Paolo Maistri

Embedded devices are increasingly present in our everyday life. They often process critical information, and hence, rely on cryptographic protocols to achieve security. However, embedded devices remain vulnerable to attackers seeking to…

Cryptography and Security · Computer Science 2023-08-08 Rodothea Myrsini Tsoupidi , Elena Troubitsyna , Panagiotis Papadimitratos

Logic locking refers to a set of techniques that can protect integrated circuits (ICs) from counterfeiting, piracy and malicious functionality changes by an untrusted foundry. It achieves these goals by introducing new inputs, called key…

Cryptography and Security · Computer Science 2020-01-20 Deepak Sirone , Pramod Subramanyan

Battery-powered embedded systems (BESs) have become ubiquitous. Their internals include a battery management system (BMS), a radio interface, and a motor controller. Despite their associated risk, there is little research on BES internal…

Cryptography and Security · Computer Science 2025-12-09 Marco Casagrande , Riccardo Cestaro , Eleonora Losiouk , Mauro Conti , Daniele Antonioli

The security of FPGAs is a crucial topic, as any vulnerability within the hardware can have severe consequences, if they are used in a secure design. Since FPGA designs are encoded in a bitstream, securing the bitstream is of the utmost…

Cryptography and Security · Computer Science 2021-05-31 Maik Ender , Amir Moradi , Christof Paar

Power analysis is a branch of side channel attacks where power consumption data is used as the side channel to attack the system. First using a device like an oscilloscope power traces are collected when the cryptographic device is doing…

Cryptography and Security · Computer Science 2018-01-04 Hasindu Gamaarachchi , Harsha Ganegoda

Side-Channel Attacks (SCAs) exploit data correla-tion in signals leaked from devices to jeopardize confidentiality. Locating and synchronizing segments of interest in traces from Cryptographic Processes (CPs) is a key step of the attack.…

Cryptography and Security · Computer Science 2022-11-03 Jeremy Guillaume , Maxime Pelcat , Amor Nafkha , Rubén Salvador

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 2024-10-22 Amin Sarihi , Ahmad Patooghy , Peter Jamieson , Abdel-Hameed A. Badawy

Electromagnetic fault injection (EMFI) is a well known technique used to disturb the behaviour of a chip for weakening its security. These attacks are mostly done on simple microcontrollers. On these targets, the fault effects are…

Cryptography and Security · Computer Science 2019-10-28 Thomas Trouchkine , Sébanjila Kevin Bukasa , Mathieu Escouteloup , Ronan Lashermes , Guillaume Bouffard

Trojan backdoor is a poisoning attack against Neural Network (NN) classifiers in which adversaries try to exploit the (highly desirable) model reuse property to implant Trojans into model parameters for backdoor breaches through a poisoned…

Cryptography and Security · Computer Science 2022-09-07 Guanxiong Liu , Abdallah Khreishah , Fatima Sharadgah , Issa Khalil

Trojan attacks are sophisticated training-time attacks on neural networks that embed backdoor triggers which force the network to produce a specific output on any input which includes the trigger. With the increasing relevance of deep…

Machine Learning · Computer Science 2025-12-16 Xihe Gu , Greg Fields , Yaman Jandali , Tara Javidi , Farinaz Koushanfar

Quantum computing introduces unfamiliar security vulnerabilities demanding customized threat models. Hardware and software Trojans pose serious concerns needing rethinking from classical paradigms. This paper develops the first structured…

Cryptography and Security · Computer Science 2023-09-21 Subrata Das , Swaroop Ghosh

This applied research paper introduces a novel framework for integrating hardware security and blockchain functionality with grid-edge devices to establish a distributed cyber-security mechanism that verifies the provenance of messages to…

Cryptography and Security · Computer Science 2020-08-26 Shammya Shananda Saha , Christopher Gorog , Adam Moser , Anna Scaglione , Nathan G. Johnson

The increasing prevalence of Internet of Things (IoT) devices has made it inevitable that their pertinence to digital forensic investigations will increase into the foreseeable future. These devices produced by various vendors often posses…

Cryptography and Security · Computer Science 2021-08-23 Asanka Sayakkara , Nhien-An Le-Khac , Mark Scanlon

Outsourced deep neural networks have been demonstrated to suffer from patch-based trojan attacks, in which an adversary poisons the training sets to inject a backdoor in the obtained model so that regular inputs can be still labeled…

Cryptography and Security · Computer Science 2022-05-17 Ying He , Zhili Shen , Chang Xia , Jingyu Hua , Wei Tong , Sheng Zhong

Acoustic side-channel attacks on keyboards can bypass security measures in many systems that use keyboards as one of the input devices. These attacks aim to reveal users' sensitive information by targeting the sounds made by their keyboards…

Cryptography and Security · Computer Science 2024-03-14 Alireza Taheritajar , Reza Rahaeimehr

Recent works found that deep neural networks (DNNs) can be fooled by adversarial examples, which are crafted by adding adversarial noise on clean inputs. The accuracy of DNNs on adversarial examples will decrease as the magnitude of the…

Cryptography and Security · Computer Science 2023-05-30 Zhanhao Hu , Jun Zhu , Bo Zhang , Xiaolin Hu

Detecting weaknesses in cryptographic algorithms is of utmost importance for designing secure information systems. The state-of-the-art soft analytical side-channel attack (SASCA) uses physical leakage information to make probabilistic…

Machine Learning · Computer Science 2025-01-24 Thomas Wedenig , Rishub Nagpal , Gaëtan Cassiers , Stefan Mangard , Robert Peharz

Many cybersecurity attacks rely on analyzing a binary executable to find exploitable sections of code. Code obfuscation is used to prevent attackers from reverse engineering these executables. In this work, we focus on control flow…

Cryptography and Security · Computer Science 2019-08-28 Novak Boskov , Mihailo Isakov , Michel A. Kinsy
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