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Power side-channel attacks are a very effective cryptanalysis technique that can infer secret keys of security ICs by monitoring the power consumption. Since the emergence of practical attacks in the late 90s, they have been a major threat…

Cryptography and Security · Computer Science 2016-05-04 Lu Zhang , Luis Vega , Michael Taylor

AI acceleration has been dominated by GPUs, but the growing need for lower latency, energy efficiency, and fine-grained hardware control exposes the limits of fixed architectures. In this context, Field-Programmable Gate Arrays (FPGAs)…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-18 Arturo Urías Jiménez

Differential Power Analysis (DPA) has been an active area of research for the past two decades to study the attacks for extracting secret information from cryptographic implementations through power measurements and their defenses.…

Cryptography and Security · Computer Science 2019-12-04 Anuj Dubey , Rosario Cammarota , Aydin Aysu

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

In recent decades, due to the emerging requirements of computation acceleration, cloud FPGAs have become popular in public clouds. Major cloud service providers, e.g. AWS and Microsoft Azure have provided FPGA computing resources in their…

Cryptography and Security · Computer Science 2024-02-01 Chongzhou Fang , Ning Miao , Han Wang , Jiacheng Zhou , Tyler Sheaves , John M. Emmert , Avesta Sasan , Houman Homayoun

Existing dynamic vulnerability patching techniques are not well-suited for embedded devices, especially mission-critical ones such as medical equipment, as they have limited computational power and memory but uninterrupted service…

Cryptography and Security · Computer Science 2025-09-15 Ming Zhou , Xupu Hu , Zhihao Wang , Haining Wang , Hui Wen , Limin Sun , Peng Zhang

This paper explores advances in reconfiguration properties of SRAM-based FPGAs, namely Partial Dynamic Reconfiguration, to improve the resilience of critical systems that take advantage of this technology. Commercial of-the-shelf…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-24 Jose Luis Nunes

The wide deployment of Deep Neural Networks (DNN) in high-performance cloud computing platforms brought to light multi-tenant cloud field-programmable gate arrays (FPGA) as a popular choice of accelerator to boost performance due to its…

Cryptography and Security · Computer Science 2021-10-12 Adnan Siraj Rakin , Yukui Luo , Xiaolin Xu , Deliang Fan

Physical adversarial patch (PAP) attacks attach carefully crafted patches to physical objects to manipulate a deployed model. However, existing PAP attacks suffer from several limitations. First, existing patches remain continuously active,…

Cryptography and Security · Computer Science 2026-05-19 Hanrui Jiang , Yutong Wu , Shiyi Yao , Chen Ling , Xingshuo Han , Hangcheng Liu , Xinyi Huang , Tianwei Zhang

Field Programmable Gate Arrays (FPGAs) are more prone to be affected by transient faults in presence of radiation and other environmental hazards compared to Application Specific Integrated Circuits (ASICs). Hence, error mitigation and…

Hardware Architecture · Computer Science 2015-09-24 Swagata Mandal , Rourab Paul , Suman Sau , Amlan Chakrabarti , Subhasis Chattopadhyay

Bit-flip attacks (BFAs) have attracted substantial attention recently, in which an adversary could tamper with a small number of model parameter bits to break the integrity of DNNs. To mitigate such threats, a batch of defense methods are…

Cryptography and Security · Computer Science 2023-02-28 Jialai Wang , Ziyuan Zhang , Meiqi Wang , Han Qiu , Tianwei Zhang , Qi Li , Zongpeng Li , Tao Wei , Chao Zhang

Artificial Intelligence (AI) hardware accelerators have been widely adopted to enhance the efficiency of deep learning applications. However, they also raise security concerns regarding their vulnerability to power side-channel attacks…

Cryptography and Security · Computer Science 2023-12-08 Xiaobei Yan , Chip Hong Chang , Tianwei Zhang

Side-channel attacks have empowered bypassing of cryptographic components in circuits. Power side-channel (PSC) attacks have received particular traction, owing to their non-invasiveness and proven effectiveness. Aside from prior art…

Cryptography and Security · Computer Science 2020-07-09 Johann Knechtel , Satwik Patnaik , Mohammed Nabeel , Mohammed Ashraf , Yogesh S. Chauhan , Jörg Henkel , Ozgur Sinanoglu , Hussam Amrouch

Adversarial patch attack is a family of attack algorithms that perturb a part of image to fool a deep neural network model. Existing patch attacks mostly consider injecting adversarial patches at input-agnostic locations: either a…

Computer Vision and Pattern Recognition · Computer Science 2021-11-16 Xiang Li , Shihao Ji

The deep learning revolution has been enabled in large part by GPUs, and more recently accelerators, which make it possible to carry out computationally demanding training and inference in acceptable times. As the size of machine learning…

Cryptography and Security · Computer Science 2022-03-31 Sankha Baran Dutta , Hoda Naghibijouybari , Arjun Gupta , Nael Abu-Ghazaleh , Andres Marquez , Kevin Barker

Side-channel attacks impose a serious threat to cryptographic algorithms, including widely employed ones, such as AES and RSA. These attacks take advantage of the algorithm implementation in hardware or software to extract secret…

Cryptography and Security · Computer Science 2022-12-06 Rodothea Myrsini Tsoupidi , Roberto Castañeda Lozano , Elena Troubitsyna , Panagiotis Papadimitratos

Nowadays, FPGAs are integrated in high-performance computing systems, servers, or even used as accelerators in System-on-Chip (SoC) platforms. Since the execution is performed in hardware, FPGA gives much higher performance and lower energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-22 Arief Wicaksana , Alban Bourge , Olivier Muller , Frédéric Rousseau

To make cryptographic processors more resilient against side-channel attacks, engineers have developed various countermeasures. However, the effectiveness of these countermeasures is often uncertain, as it depends on the complex interplay…

Cryptography and Security · Computer Science 2024-04-29 Elie Bursztein , Luca Invernizzi , Karel Král , Daniel Moghimi , Jean-Michel Picod , Marina Zhang

Design and manufacturing of integrated circuits predominantly use a globally distributed semiconductor supply chain involving diverse entities. The modern semiconductor supply chain has been designed to boost production efficiency, but is…

Cryptography and Security · Computer Science 2024-11-13 Tanzim Mahfuz , Swarup Bhunia , Prabuddha Chakraborty

The increasing adoption of System-on-Chip Field-Programmable Gate Arrays (SoC FPGAs) in AI-enabled satellite systems, valued for their reconfigurability and in-orbit update capabilities, introduces significant security challenges.…

Cryptography and Security · Computer Science 2026-02-24 Huimin Li , Vusal Novruzov , Nikhilesh Singh , Lichao Wu , Mohamadreza Rostami , Ahmad-Reza Sadeghi