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In science and engineering, intelligent processing of complex signals such as images, sound or language is often performed by a parameterized hierarchy of nonlinear processing layers, sometimes biologically inspired. Hierarchical systems…

机器学习 · 计算机科学 2012-12-27 Miguel Á. Carreira-Perpiñán , Weiran Wang

Recently, multi-agent collaborative (MAC) perception has been proposed and outperformed the traditional single-agent perception in many applications, such as autonomous driving. However, MAC perception is more vulnerable to adversarial…

密码学与安全 · 计算机科学 2024-07-09 Yangheng Zhao , Zhen Xiang , Sheng Yin , Xianghe Pang , Siheng Chen , Yanfeng Wang

With increasingly sophisticated cyber-adversaries able to access a wider repertoire of mechanisms to implant malware such as ransomware, CPU/GPU keyloggers, and stealthy kernel rootkits, there is an urgent need for techniques to detect and…

密码学与安全 · 计算机科学 2025-01-23 Farshad Khorrami , Ramesh Karri , Prashanth Krishnamurthy

Database activity monitoring (DAM) systems are commonly used by organizations to protect the organizational data, knowledge and intellectual properties. In order to protect organizations database DAM systems have two main roles, monitoring…

机器学习 · 计算机科学 2019-10-25 Hagit Grushka-Cohen , Ofer Biller , Oded Sofer , Lior Rokach , Bracha Shapira

Multi-Agent Path Finding (MAPF) is an important core problem for many new and emerging industrial applications. Many works appear on this topic each year, and a large number of substantial advancements and performance improvements have been…

人工智能 · 计算机科学 2023-05-16 Bojie Shen , Zhe Chen , Muhammad Aamir Cheema , Daniel D. Harabor , Peter J. Stuckey

We describe a novel approach to monitoring high level behaviors using concepts from AI planning. Our goal is to understand what a program is doing based on its system call trace. This ability is particularly important for detecting malware.…

人工智能 · 计算机科学 2017-09-12 Alexandre Cukier , Ronen I. Brafman , Yotam Perkal , David Tolpin

The increase in scale of cyber networks and the rise in sophistication of cyber-attacks have introduced several challenges in intrusion detection. The primary challenge is the requirement to detect complex multi-stage attacks in realtime by…

密码学与安全 · 计算机科学 2023-02-01 Yahya Javed , Mosab A. Khayat , Ali A. Elghariani , Arif Ghafoor

Enterprises are constantly under attack from sophisticated adversaries. These adversaries use a variety of techniques to first gain access to the enterprise, then spread laterally inside its networks, establish persistence, and finally…

密码学与安全 · 计算机科学 2024-06-14 Sumanth Rao

As more attention is paid to security in the context of control systems and as attacks occur to real control systems throughout the world, it has become clear that some of the most nefarious attacks are those that evade detection. The term…

系统与控制 · 计算机科学 2017-10-10 Navid Hashemi , Carlos Murguia , Justin Ruths

Integrated sensing and communication (ISAC) systems are key enablers of future networks but raise significant security concerns. In this realm, the emergence of malicious ISAC systems has amplified the need for authorized parties to…

信号处理 · 电气工程与系统科学 2025-12-23 Zonghan Wang , Zahra Mobini , Hien Quoc Ngo , Hyundong Shin , Michail Matthaiou

Advanced attack campaigns span across multiple stages and stay stealthy for long time periods. There is a growing trend of attackers using off-the-shelf tools and pre-installed system applications (such as \emph{powershell} and \emph{wmic})…

密码学与安全 · 计算机科学 2019-05-21 Aditya Kuppa , Slawomir Grzonkowski , Muhammad Rizwan Asghar , Nhien-An Le-Khac

Increasing reliance on Information and Communication Technology~(ICT) exposes the power grid to cyber-attacks. In particular, Coordinated Cyber-Attacks (CCAs) are considered highly threatening and difficult to defend against, because they…

系统与控制 · 计算机科学 2018-05-31 Christian Moya , Jiankang Wang

Machine learning based network intrusion detection systems are vulnerable to adversarial attacks that degrade classification performance under both gradient-based and distribution shift threat models. Existing defenses typically apply…

密码学与安全 · 计算机科学 2026-03-03 Oluseyi Olukola , Nick Rahimi

With growing sophistication and volume of cyber attacks combined with complex network structures, it is becoming extremely difficult for security analysts to corroborate evidences to identify multistage campaigns on their network. This work…

密码学与安全 · 计算机科学 2022-12-29 Stephen Moskal , Shanchieh Jay Yang

The techniques used in modern attacks have become an important factor for investigation. As we advance further into the digital age, cyber attackers are employing increasingly sophisticated and highly threatening methods. These attacks…

密码学与安全 · 计算机科学 2026-01-21 Alexander Shim

The popularity of dynamic malware analysis has grown significantly, as it enables analysts to observe the behavior of executing samples, thereby enhancing malware detection and classification decisions. With the continuous increase in new…

密码学与安全 · 计算机科学 2023-08-10 Ran Liu , Charles Nicholas

With our growing reliability on distributed networks, the security aspect of such networks becomes of prime importance. In large scale distributed networks it becomes cardinal to have an efficient and effective monitoring scheme. The…

分布式、并行与集群计算 · 计算机科学 2014-11-20 Atul Vaibhav

Techniques for verifying or invalidating the security of computer systems have come a long way in recent years. Extremely sophisticated tools are available to specify and formally verify the behavior of a system and, at the same time,…

密码学与安全 · 计算机科学 2024-04-16 Matteo Busi , Riccardo Focardi , Flaminia Luccio

Rapidly-changing cloud environments that consist of heavily interconnected components are difficult to secure. Existing solutions often try to correlate many weak indicators to identify and reconstruct multi-step cyber attacks. The lack of…

密码学与安全 · 计算机科学 2020-09-28 Mario Kahlhofer , Michael Hölzl , Andreas Berger

Recent development in computing, sensing and crowd-sourced data have resulted in an explosion in the availability of quantitative information. The possibilities of analyzing this so-called Big Data to inform research and the decision-making…

分布式、并行与集群计算 · 计算机科学 2019-07-09 Nguyen Ho , Huy Vo , Mai Vu , Torben Bach Pedersen