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This paper introduces and tests an unsupervised method for detecting novel coordinated inauthentic information operations (CIOs) in realistic settings. This method uses Bayesian inference to identify groups of accounts that share similar…

社会与信息网络 · 计算机科学 2026-05-08 D. Hudson Smith , Carl Ehrett , Patrick L. Warren

Cyber attacks constitute a significant threat to organizations with implications ranging from economic, reputational, and legal consequences. As cybercriminals' techniques get sophisticated, information security professionals face a more…

密码学与安全 · 计算机科学 2021-04-01 Emrah Tufan , Cihangir Tezcan , Cengiz Acartürk

Autoencoder-based anomaly detection methods have been used in identifying anomalous users from large-scale enterprise logs with the assumption that adversarial activities do not follow past habitual patterns. Most existing approaches…

机器学习 · 计算机科学 2020-12-29 Lun-Pin Yuan , Euijin Choo , Ting Yu , Issa Khalil , Sencun Zhu

The modern industrial environment is equipping myriads of smart manufacturing machines where the state of each device can be monitored continuously. Such monitoring can help identify possible future failures and develop a cost-effective…

机器学习 · 计算机科学 2023-01-24 William Marfo , Deepak K. Tosh , Shirley V. Moore

Finding anomalous subsequence in a long time series is a very important but difficult problem. Existing state-of-the-art methods have been focusing on searching for the subsequence that is the most dissimilar to the rest of the…

机器学习 · 计算机科学 2020-02-18 Li Zhang , Yifeng Gao , Jessica Lin

The modern power grids are integrated with digital technologies and automation systems. The inclusion of digital technologies has made the smart grids vulnerable to cyber-attacks. Cyberattacks on smart grids can compromise data integrity…

密码学与安全 · 计算机科学 2025-03-04 Smruti P. Dash , Kedar V. Khandeparkar , Nipun Agrawal

Many organisations manage service quality and monitor a large set devices and servers where each entity is associated with telemetry or physical sensor data series. Recently, various methods have been proposed to detect behavioural…

社会与信息网络 · 计算机科学 2023-05-10 Len Feremans , Boris Cule , Bart Goethals

When learning cybersecurity, operating systems, or networking, students perform practical tasks using a broad range of command-line tools. Collecting and analyzing data about the command usage can reveal valuable insights into how students…

密码学与安全 · 计算机科学 2021-12-22 Valdemar Švábenský , Jan Vykopal , Daniel Tovarňák , Pavel Čeleda

Industrial Internet of Things (IIoT) is becoming an attack target of advanced persistent threat (APT). Currently, IIoT logs have not been effectively used for anomaly detection. In this paper, we use blockchain to prevent logs from being…

密码学与安全 · 计算机科学 2019-07-08 Xueshuo Xie , Zhi Wang , Xuhang Xiao , Lei Yang , Shenwei Huang , Tao Li

Over the past decade, industrial control systems have experienced a massive integration with information technologies. Industrial networks have undergone numerous technical transformations to protect operational and production processes,…

密码学与安全 · 计算机科学 2021-10-26 Riccardo Colelli , Filippo Magri , Stefano Panzieri , Federica Pascucci

Monitoring the status of large computing systems is essential to identify unexpected behavior and improve their performance and uptime. However, due to the large-scale and distributed design of such computing systems as well as a large…

分布式、并行与集群计算 · 计算机科学 2024-02-09 Tom Richard Vargis , Siavash Ghiasvand

Cyber-physical systems integrate computation, communication, and physical capabilities to interact with the physical world and humans. Besides failures of components, cyber-physical systems are prone to malicious attacks so that specific…

最优化与控制 · 数学 2012-02-29 Fabio Pasqualetti , Florian Dörfler , Francesco Bullo

The integration of IoT devices in healthcare introduces significant security and reliability challenges, increasing susceptibility to cyber threats and operational anomalies. This study proposes a machine learning-driven framework for (1)…

机器学习 · 计算机科学 2025-11-06 Mahek Desai , Apoorva Rumale , Marjan Asadinia

Automated analysis methods are crucial aids for monitoring and defending a network to protect the sensitive or confidential data it hosts. This work introduces a flexible, powerful, and unsupervised approach to detecting anomalous behavior…

神经与进化计算 · 计算机科学 2017-12-05 Aaron Tuor , Ryan Baerwolf , Nicolas Knowles , Brian Hutchinson , Nicole Nichols , Rob Jasper

Evolving cybersecurity threats are a persistent challenge for systemadministrators and security experts as new malwares are continu-ally released. Attackers may look for vulnerabilities in commercialproducts or execute sophisticated…

密码学与安全 · 计算机科学 2019-03-29 Ashwinkumar Ganesan , Pooja Parameshwarappa , Akshay Peshave , Zhiyuan Chen , Tim Oates

The daily deluge of alerts is a sombre reality for Security Operations Centre (SOC) personnel worldwide. They are at the forefront of an organisation's cybersecurity infrastructure, and face the unenviable task of prioritising threats…

密码学与安全 · 计算机科学 2022-08-29 Mahathir Almashor , Ejaz Ahmed , Benjamin Pick , Sharif Abuadbba , Jason Xue , Raj Gaire , Shuo Wang , Seyit Camtepe , Surya Nepal

A valid tool call is not necessarily a valid intervention. Tool-using language agents are guarded by schema validators, policy filters, provenance checks, state predictors, and self-verification, yet such safeguards do not certify that a…

人工智能 · 计算机科学 2026-05-12 Fabio Rovai

In the last decade, an impressive increase in software adaptions has led to a surge in log data production, making manual log analysis impractical and establishing the necessity for automated methods. Conversely, most automated analysis…

软件工程 · 计算机科学 2025-11-19 Shayan Hashemi , Mika Mäntylä

Logs have been an imperative resource to ensure the reliability and continuity of many software systems, especially large-scale distributed systems. They faithfully record runtime information to facilitate system troubleshooting and…

软件工程 · 计算机科学 2022-01-12 Zhuangbin Chen , Jinyang Liu , Wenwei Gu , Yuxin Su , Michael R. Lyu

The increasing volume of traffic (especially from IoT devices) is posing a challenge to the current anomaly detection systems. Existing systems are forced to take the support of the control plane for a more thorough and accurate detection…

密码学与安全 · 计算机科学 2024-12-24 Sankalp Mittal