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To cope with the increasing variability and sophistication of modern attacks, machine learning has been widely adopted as a statistically-sound tool for malware detection. However, its security against well-crafted attacks has not only been…

Backdoor attacks represent a subtle yet effective class of cyberattacks targeting AI models, primarily due to their stealthy nature. The model behaves normally on clean data but exhibits malicious behavior only when the attacker embeds a…

机器学习 · 计算机科学 2025-09-29 Sujeevan Aseervatham , Achraf Kerzazi , Younès Bennani

Software vulnerabilities pose significant risks to computer systems, impacting our daily lives, productivity, and even our health. Identifying and addressing security vulnerabilities in a timely manner is crucial to prevent hacking and data…

密码学与安全 · 计算机科学 2023-08-01 Jin Wang , Zishan Huang , Hui Xiao , Yinhao Xiao

Modern commercial antivirus systems increasingly rely on machine learning to keep up with the rampant inflation of new malware. However, it is well-known that machine learning models are vulnerable to adversarial examples (AEs). Previous…

密码学与安全 · 计算机科学 2021-05-03 Wei Song , Xuezixiang Li , Sadia Afroz , Deepali Garg , Dmitry Kuznetsov , Heng Yin

RISC-V is a recently developed open instruction set architecture gaining a lot of attention. To achieve a lasting security on these systems and design efficient countermeasures, a better understanding of vulnerabilities to novel and…

密码学与安全 · 计算机科学 2023-07-25 Loïc Buckwell , Olivier Gilles , Daniel Gracia Pérez , Nikolai Kosmatov

The Software Supply Chain (SSC) has captured considerable attention from attackers seeking to infiltrate systems and undermine organizations. There is evidence indicating that adversaries utilize Social Engineering (SocE) techniques…

Supply chain attacks significantly threaten software security with malicious code injections within legitimate projects. Such attacks are very rare but may have a devastating impact. Detecting spurious code injections using automated tools…

软件工程 · 计算机科学 2025-10-28 Maor Reuben , Ido Mendel , Or Feldman , Moshe Kravchik , Mordehai Guri , Rami Puzis

We use browsers daily to access all sorts of information. Because browsers routinely process scripts, media, and executable code from unknown sources, they form a critical security boundary between users and adversaries. A common attack…

密码学与安全 · 计算机科学 2025-09-11 Nils Bars , Lukas Bernhard , Moritz Schloegel , Thorsten Holz

As the deployment of comprehensive Border Gateway Protocol (BGP) security measures is still in progress, BGP monitoring continues to play a critical role in protecting the Internet from routing attacks. Fundamentally, monitoring involves…

密码学与安全 · 计算机科学 2024-08-20 Henry Birge-Lee , Maria Apostolaki , Jennifer Rexford

Self-modifying code (SMC) allows programs to alter their own instructions, optimizing performance and functionality on x86 processors. Despite its benefits, SMC introduces unique microarchitectural behaviors that can be exploited for…

密码学与安全 · 计算机科学 2025-02-11 Seonghun Son , Daniel Moghimi , Berk Gulmezoglu

Pre-trained vision-language models (VLMs) have showcased remarkable performance in image and natural language understanding, such as image captioning and response generation. As the practical applications of vision-language models become…

计算机视觉与模式识别 · 计算机科学 2024-11-26 Peng Xie , Yequan Bie , Jianda Mao , Yangqiu Song , Yang Wang , Hao Chen , Kani Chen

Background: Machine learning-based security detection models have become prevalent in modern malware and intrusion detection systems. However, previous studies show that such models are susceptible to adversarial evasion attacks. In this…

密码学与安全 · 计算机科学 2021-10-14 Rui Shu , Tianpei Xia , Laurie Williams , Tim Menzies

Exchanging mutable data objects with untrusted code is a delicate matter because of the risk of creating a data space that is accessible by an attacker. Consequently, secure programming guidelines for Java stress the importance of using…

编程语言 · 计算机科学 2015-07-01 Thomas Jensen , Florent Kirchner , David Pichardie

It has become common practice for software projects to adopt third-party dependencies. Developers are encouraged to update any outdated dependency to remain safe from potential threats of vulnerabilities. In this study, we present an…

High Performance Computing~(HPC) software stacks have become complex, with the dependencies of some applications numbering in the hundreds. Packaging, distributing, and administering software stacks of that scale is a complex undertaking…

软件工程 · 计算机科学 2022-11-14 Farid Zakaria , Thomas R. W. Scogland , Todd Gamblin , Carlos Maltzahn

This paper proposes a framework based completely on Java technology. The advantages brought about by the use of Java in network management answer some critical problems existing in current systems. With this work we address several factors…

网络与互联网体系结构 · 计算机科学 2010-12-21 Damianos Gavalas , Dominic Greenwood , Mohammed Ghanbari , Mike O'Mahony

Malware remains a big threat to cyber security, calling for machine learning based malware detection. While promising, such detectors are known to be vulnerable to evasion attacks. Ensemble learning typically facilitates countermeasures,…

密码学与安全 · 计算机科学 2020-07-01 Deqiang Li , Qianmu Li

To counter man-at-the-end attacks such as reverse engineering and tampering, software is often protected with techniques that require support modules to be linked into the application. It is well-known, however, that attackers can exploit…

密码学与安全 · 计算机科学 2019-07-04 Jens Van den Broeck , Bart Coppens , Bjorn De Sutter

Mobile code presents a number of threats to machines that execute it. We introduce an approach for protecting machines and the resources they hold from mobile code, and describe a system based on our approach for protecting host machines…

密码学与安全 · 计算机科学 2007-05-23 Dahlia Malkhi , Michael Reiter

We investigate the security of Split Learning -- a novel collaborative machine learning framework that enables peak performance by requiring minimal resources consumption. In the present paper, we expose vulnerabilities of the protocol and…

密码学与安全 · 计算机科学 2021-11-05 Dario Pasquini , Giuseppe Ateniese , Massimo Bernaschi