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Safety-critical designs need to ensure reliable operations under hostile conditions with a certain degree of confidence. The continuously higher complexity of these designs makes them more susceptible to the risk of failure. ISO26262…

Software Engineering · Computer Science 2022-04-29 Endri Kaja , Nicolas Gerlin , Luis Rivas , Monideep Bora , Keerthikumara Devarajegowda , Wolfgang Ecker

Fault injection is a key technique for assessing software reliability, enabling proactive detection of system defects before they manifest in production. However, the increasing complexity of microservice architectures leads to exponential…

Software Engineering · Computer Science 2026-01-22 Yuzhen Tan , Jian Wang , Shuaiyu Xie , Bing Li , Yunqing Yong , Neng Zhang , Shaolin Tan

Error-bounded lossy compression is becoming more and more important to today's extreme-scale HPC applications because of the ever-increasing volume of data generated because it has been widely used in in-situ visualization, data stream…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-24 Baodi Shan , Aabid Shamji , Jiannan Tian , Guanpeng Li , Dingwen Tao

To ensure resilient neural network processing on even unreliable hardware, comprehensive reliability analysis against various hardware faults is generally required before the deep neural network models are deployed, and efficient error…

Machine Learning · Computer Science 2023-12-25 Haitong Huang , Cheng Liu , Bo Liu , Xinghua Xue , Huawei Li , Xiaowei Li

As machine learning (ML) has seen increasing adoption in safety-critical domains (e.g., autonomous vehicles), the reliability of ML systems has also grown in importance. While prior studies have proposed techniques to enable efficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-07 Zitao Chen , Niranjhana Narayanan , Bo Fang , Guanpeng Li , Karthik Pattabiraman , Nathan DeBardeleben

In this work, we present a novel fault injection solution (ThorFI) for virtual networks in cloud computing infrastructures. ThorFI is designed to provide non-intrusive fault injection capabilities for a cloud tenant, and to isolate…

Software Engineering · Computer Science 2022-01-21 Domenico Cotroneo , Luigi De Simone , Roberto Natella

Transient or permanent faults in hardware can render the output of Neural Networks (NN) incorrect without user-specific traces of the error, i.e. silent data errors (SDE). On the other hand, modern NNs also possess an inherent redundancy…

Artificial Intelligence · Computer Science 2023-10-31 Ralf Graafe , Qutub Syed Sha , Florian Geissler , Michael Paulitsch

Understanding application resilience (or error tolerance) in the presence of hardware transient faults on data objects is critical to ensure computing integrity and enable efficient application-level fault tolerance mechanisms. However, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-16 Luanzheng Guo , Dong Li

Quantum computing is a new technology that is expected to revolutionize the computation paradigm in the next few years. Qubits exploit the quantum physics proprieties to increase the parallelism and speed of computation. Unfortunately,…

Emerging Technologies · Computer Science 2022-04-12 Daniel Oliveira , Edoardo Giusto , Emanuele Dri , Nadir Casciola , Betis Baheri , Qiang Guan , Bartolomeo Montrucchio , Paolo Rech

Data-Flow Integrity (DFI) is a well-known approach to effectively detecting a wide range of software attacks. However, its real-world application has been quite limited so far because of the prohibitive performance overhead it incurs.…

Hardware Architecture · Computer Science 2021-11-30 Lang Feng , Jiayi Huang , Jeff Huang , Jiang Hu

Fault Injection is the study of observing how systems behave under unusual stress, environmental or otherwise. In practice, fault injection involves testing the limits of computer systems and finding novel ways to potentially break…

Cryptography and Security · Computer Science 2025-09-24 Christopher Simon Liu , Fan Wang , Patrick Gould , Carter Yagemann

In this paper, we describe the motivation, innovation, design, running example and future development of a Fault Inject Tool (FIT). This tool enables controlled causing of cloud platform issues such as resource stress and service or VM…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-07-21 Craig Sheridan , Darren Whigham , Matej Artač

We propose a symbolic execution method for analyzing the safety of software under fault attacks both accurately and efficiently. Fault attacks leverage physically injected hardware faults in an embedded system to break the safety of a…

Software Engineering · Computer Science 2026-04-27 Yuzhou Fang , Chenyu Zhou , Jingbo Wang , Chao Wang

The safety and resilience of fully autonomous vehicles (AVs) are of significant concern, as exemplified by several headline-making accidents. While AV development today involves verification, validation, and testing, end-to-end assessment…

It is commonly agreed that highly parallel software on Exascale computers will suffer from many more runtime failures due to the decreasing trend in the mean time to failures (MTTF). Therefore, it is not surprising that a lot of research is…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-05-19 Faisal Shahzad , Moritz Kreutzer , Thomas Zeiser , Rui Machado , Andreas Pieper , Georg Hager , Gerhard Wellein

Attacks targeting software on embedded systems are becoming increasingly prevalent. Remote attestation is a mechanism that allows establishing trust in embedded devices. However, existing attestation schemes are either static and cannot…

Cryptography and Security · Computer Science 2018-10-04 Ghada Dessouky , Shaza Zeitouni , Thomas Nyman , Andrew Paverd , Lucas Davi , Patrick Koeberl , N. Asokan , Ahmad-Reza Sadeghi

Fault attacks are active, physical attacks that an adversary can leverage to alter the control-flow of embedded devices to gain access to sensitive information or bypass protection mechanisms. Due to the severity of these attacks,…

Cryptography and Security · Computer Science 2022-07-08 Pascal Nasahl , Miguel Osorio , Pirmin Vogel , Michael Schaffner , Timothy Trippel , Dominic Rizzo , Stefan Mangard

The Fast Fourier Transform (FFT), as a core computation in a wide range of scientific applications, is increasingly threatened by reliability issues. In this paper, we introduce TurboFFT, a high-performance FFT implementation equipped with…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-07 Shixun Wu , Yujia Zhai , Jinyang Liu , Jiajun Huang , Zizhe Jian , Huangliang Dai , Sheng Di , Zizhong Chen , Franck Cappello

Autonomous vehicles (AV) depend on the sensors like RADAR and camera for the perception of the environment, path planning, and control. With the increasing autonomy and interactions with the complex environment, there have been growing…

Systems and Control · Computer Science 2021-06-22 Abu Hasnat Mohammad Rubaiyat , Yongming Qin , Homa Alemzadeh

CFI is a computer security technique that detects runtime attacks by monitoring a program's branching behavior. This work presents a detailed analysis of the security policies enforced by 21 recent hardware-based CFI architectures. The goal…

Cryptography and Security · Computer Science 2017-08-01 Ruan de Clercq , Ingrid Verbauwhede
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