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Security operation centers (SOCs) often produce analysis reports on security incidents, and large language models (LLMs) will likely be used for this task in the near future. We postulate that a better understanding of how veteran analysts…

密码学与安全 · 计算机科学 2026-04-09 Hiroyuki Okada , Tatsumi Oba , Naoto Yanai

The widespread deployment of text-to-image diffusion models is significantly challenged by the generation of visually harmful content, such as sexually explicit content, violence, and horror imagery. Common safety interventions, ranging…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Lingyun Zhang , Yu Xie , Zhongli Fang , Yu Liu , Ping Chen

Cyber threat intelligence (CTI) is being used to search for indicators of attacks that might have compromised an enterprise network for a long time without being discovered. To have a more effective analysis, CTI open standards have…

密码学与安全 · 计算机科学 2019-10-02 Sadegh M. Milajerdi , Birhanu Eshete , Rigel Gjomemo , V. N. Venkatakrishnan

Traditional industrial systems, e.g., power plants, water treatment plants, etc., were built to operate highly isolated and controlled capacity. Recently, Industrial Control Systems (ICSs) have been exposed to the Internet for ease of…

密码学与安全 · 计算机科学 2022-02-04 Masumi Arafune , Sidharth Rajalakshmi , Luigi Jaldon , Zahra Jadidi , Shantanu Pal , Ernest Foo , Nagarajan Venkatachalam

Developing intelligent, interoperable Cyber Threat Information (CTI) sharing technologies can help build strong defences against modern cyber threats. CTIs allow the community to share information about cybercriminals' threats and…

The rapid integration of Large Language Models (LLMs) across diverse sectors has marked a transformative era, showcasing remarkable capabilities in text generation and problem-solving tasks. However, this technological advancement is…

密码学与安全 · 计算机科学 2024-03-21 Rahul Pankajakshan , Sumitra Biswal , Yuvaraj Govindarajulu , Gilad Gressel

This innovative practice WIP paper describes \emph{LITE-SOC}, a lightweight web-based Security Operations Center (SOC) simulator designed for instructor-led cybersecurity education. SOC analysts must triage large volumes of alerts, separate…

密码学与安全 · 计算机科学 2026-05-19 Martin Higgins , Shawn Thompson , Cherry Mangla

Large language models (LLMs) have become integral to various real-world applications, leveraging massive, web-sourced datasets like Common Crawl, C4, and FineWeb for pretraining. While these datasets provide linguistic data essential for…

计算与语言 · 计算机科学 2025-08-14 Sai Krishna Mendu , Harish Yenala , Aditi Gulati , Shanu Kumar , Parag Agrawal

Log analysis is a relevant research field in cybersecurity as they can provide a source of information for the detection of threats to networks and systems. This paper presents a pipeline to use fine-tuned Large Language Models (LLMs) for…

密码学与安全 · 计算机科学 2025-07-04 Jorge J. Tejero-Fernández , Alfonso Sánchez-Macián

While recent code-specific large language models (LLMs) have greatly enhanced their code generation capabilities, the safety of these models remains under-explored, posing potential risks as insecure code generated by these models may…

密码学与安全 · 计算机科学 2025-06-09 Xiangzhe Xu , Zian Su , Jinyao Guo , Kaiyuan Zhang , Zhenting Wang , Xiangyu Zhang

In recent years, the landscape of software threats has become significantly more dynamic and distributed. Security vulnerabilities are no longer discovered and shared only through formal channels such as public vulnerability databases or…

软件工程 · 计算机科学 2025-10-07 Chengwei Liu , Wenbo Guo , Yuxin Zhang , Limin Wang , Sen Chen , Lei Bu , Yang Liu

Large language models (LLMs) are increasingly used to help security analysts manage the surge of cyber threats, automating tasks from vulnerability assessment to incident response. Yet in operational CTI workflows, reliability gaps remain…

密码学与安全 · 计算机科学 2026-05-29 Yuqiao Meng , Luoxi Tang , Feiyang Yu , Jinyuan Jia , Guanhua Yan , Ping Yang , Zhaohan Xi

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

In today's rapidly evolving technological landscape and advanced software development, the rise in cyber security attacks has become a pressing concern. The integration of robust cyber security defenses has become essential across all…

软件工程 · 计算机科学 2023-11-02 Mounika Vanamala , Keith Bryant , Alex Caravella

Cybersecurity training should be adaptable to evolving the cyber threat landscape, cost effective and integrated well with other enterprise management components. Unfortunately, very few cybersecurity training platforms can satisfy such…

密码学与安全 · 计算机科学 2018-12-12 Tam n. Nguyen , Lydia Sbityakov , Samantha Scoggins

Modern security operations centers (SOCs) employ a variety of tools for intrusion detection, prevention, and widespread log aggregation and analysis. While research efforts are quickly proposing novel algorithms and technologies for cyber…

人机交互 · 计算机科学 2018-12-10 Robert A. Bridges , Michael D. Iannacone , John R. Goodall , Justin M. Beaver

Issue localization, which identifies faulty code elements such as files or functions, is critical for effective bug fixing. While recent LLM-based and LLM-agent-based approaches improve accuracy, they struggle in large-scale repositories…

软件工程 · 计算机科学 2025-10-07 Ying Wang , Wenjun Mao , Chong Wang , Zhenhao Zhou , Yicheng Zhou , Wenyun Zhao , Yiling Lou , Xin Peng

Software vulnerabilities remain a critical security challenge, providing entry points for attackers into enterprise networks. Despite advances in security practices, the lack of high-quality datasets capturing diverse exploit behavior…

密码学与安全 · 计算机科学 2025-11-17 Alireza Lotfi , Charalampos Katsis , Elisa Bertino

As emerging software vulnerabilities continuously threaten enterprises and Internet services, there is a critical need for improved security research capabilities. This paper introduces the Security Exploit Telemetry Collection (SETC)…

密码学与安全 · 计算机科学 2024-12-17 Ryan Holeman , John Hastings , Varghese Mathew Vaidyan

Designing realistic and adaptive networked threat scenarios remains a core challenge in cybersecurity research and training, still requiring substantial manual effort. While large language models (LLMs) show promise for automated synthesis,…

密码学与安全 · 计算机科学 2025-10-30 Ana M. Rodriguez , Jaime Acosta , Anantaa Kotal , Aritran Piplai