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Patching severe security flaws in complex software remains a major challenge. While automated tools like fuzzers efficiently discover bugs, fixing deep-rooted low-level faults (e.g., use-after-free and memory corruption) still requires…

Software Engineering · Computer Science 2026-04-07 Maolin Sun , Yibiao Yang , Xuanlin Liu , Yuming Zhou , Baowen Xu

Streamlining the deployment of Deep Neural Networks (DNNs) on heterogeneous edge platforms, coupling within the same micro-controller unit (MCU) instruction processors and hardware accelerators for tensor computations, is becoming one of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-14 Mohamed Amine Hamdi , Francesco Daghero , Giuseppe Maria Sarda , Josse Van Delm , Arne Symons , Luca Benini , Marian Verhelst , Daniele Jahier Pagliari , Alessio Burrello

Deep neural networks (DNNs) are prone to various dependability issues, such as adversarial attacks, which hinder their adoption in safety-critical domains. Recently, NN repair techniques have been proposed to address these issues while…

Machine Learning · Computer Science 2025-02-04 Zhiming Chi , Jianan Ma , Pengfei Yang , Cheng-Chao Huang , Renjue Li , Xiaowei Huang , Lijun Zhang

In the presence of accelerated fault rates, which are projected to be the norm on future exascale systems, it will become increasingly difficult for high-performance computing (HPC) applications to accomplish useful computation. Due to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-19 Saurabh Hukerikar , Keita Teranishi , Pedro C. Diniz , Robert F. Lucas

Security patches in open-source software, providing security fixes to identified vulnerabilities, are crucial in protecting against cyberattacks. Despite the National Vulnerability Database (NVD) publishes identified vulnerabilities, a vast…

Cryptography and Security · Computer Science 2021-06-08 Yaqin Zhou , Jing Kai Siow , Chenyu Wang , Shangqing Liu , Yang Liu

An upstream task for software bill-of-materials (SBOMs) is the accurate localization of the patch that fixes a vulnerability. Nevertheless, existing work reveals a significant gap in the CVEs whose patches exist but are not traceable.…

Cryptography and Security · Computer Science 2025-08-18 Xueqing Liu , Jiangrui Zheng , Guanqun Yang , Siyan Wen , Qiushi Liu , Xiaoyin Wang

Adversarial patch attacks threaten the reliability of modern vision models. We present PatchMap, the first spatially exhaustive benchmark of patch placement, built by evaluating over 1.5e8 forward passes on ImageNet validation images.…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Shai Kimhi , Avi Mendlson , Moshe Kimhi

Certification through auditing allows to ensure that critical embedded systems are secure. This entails reviewing their critical components and checking for dangerous execution paths. This latter task requires the use of specialized tools…

Software Engineering · Computer Science 2023-03-08 Guilhem Lacombe , David Feliot , Etienne Boespflug , Marie-Laure Potet

Modern multicore processors are employing large last-level caches, for example Intel's E7-8800 processor uses 24MB L3 cache. Further, with each CMOS technology generation, leakage energy has been dramatically increasing and hence, leakage…

Hardware Architecture · Computer Science 2013-10-17 Sparsh Mittal

Hardware and software of secured embedded systems are prone to physical attacks. In particular, fault injection attacks revealed vulnerabilities on the data and the control flow allowing an attacker to break cryptographic or secured…

Cryptography and Security · Computer Science 2015-10-07 Lionel Rivière , Zakaria Najm , Pablo Rauzy , Jean-Luc Danger , Julien Bringer , Laurent Sauvage

Deep neural networks (DNNs) have been showed to be highly vulnerable to imperceptible adversarial perturbations. As a complementary type of adversary, patch attacks that introduce perceptible perturbations to the images have attracted the…

Computer Vision and Pattern Recognition · Computer Science 2023-07-04 Zhaoyu Chen , Bo Li , Shuang Wu , Shouhong Ding , Wenqiang Zhang

Deep learning-based malware detection systems are vulnerable to adversarial EXEmples - carefully-crafted malicious programs that evade detection with minimal perturbation. As such, the community is dedicating effort to develop mechanisms to…

Cryptography and Security · Computer Science 2024-05-02 Daniel Gibert , Luca Demetrio , Giulio Zizzo , Quan Le , Jordi Planes , Battista Biggio

Traditionally, when the code of a database management system (DBMS) needs to be updated, the system is restarted and database clients suffer downtime, or the provider instantiates hot-standby instances and rolls over the workload. We…

Databases · Computer Science 2024-10-15 Michael Fruth , Stefanie Scherzinger

Deep learning vision systems are increasingly deployed in safety-critical domains such as healthcare, yet they remain vulnerable to small adversarial patches that can trigger misclassifications. Most existing defenses assume a single patch…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Aja Khanal , Ahmed Faid , Apurva Narayan

Low-cost Internet of Things (IoT) devices are increasingly popular but often insecure due to poor update regimes. As a result, many devices run outdated and known-vulnerable versions of open-source software. We address this problem by…

Cryptography and Security · Computer Science 2025-10-17 Sebastian Jänich , Merlin Sievers , Johannes Kinder

Time series anomaly detection is critical for maintaining the reliability of mission-critical systems. While Transformer-based models like PatchTST have shown remarkable performance, their $\mathcal{O}(L^2)$ computational complexity…

Machine Learning · Computer Science 2026-05-28 Tae-Gyun Lee , Junyoung Park , Kyu Won Han

Software patching is a common method of removing vulnerabilities in software components to make IT systems more secure. However, there are many cases where software patching is not possible due to the critical nature of the application,…

Cryptography and Security · Computer Science 2021-06-03 Stjepan Groš , Ivan Kovačević , Ivan Dujmić , Matej Petrinović

Embedded and Internet-of-Things (IoT) devices play a critical role in modern life. Their software and firmware, often developed in memory-unsafe languages like C, are susceptible to memory safety vulnerabilities that can lead to…

Cryptography and Security · Computer Science 2026-05-12 Xi Tan , Sagar Mohan , Ziming Zhao

Indoor monitoring of people at their homes has become a popular application in Smart Health. With the advances in Machine Learning and hardware for embedded devices, new distributed approaches for Cyber-Physical Systems (CPSs) are enabled.…

Computer Vision and Pattern Recognition · Computer Science 2020-10-08 Daniel Deniz , Francisco Barranco , Juan Isern , Eduardo Ros

In this paper, we introduce a mechanism that aims to speed up the development cycle of security protocols, by adding automated aid for diagnosis and repair. Our mechanism relies on existing verification tools analyzing intermediate…

Cryptography and Security · Computer Science 2013-08-09 Dieter Hutter , Raul Monroy