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The escalating frequency of cyber-attacks poses significant challenges for organisations, particularly small enterprises constrained by limited in-house expertise, insufficient knowledge, and financial resources. This research presents a…

密码学与安全 · 计算机科学 2026-03-16 Emad Sherif , Iryna Yevseyeva , Vitor Basto-Fernandes , Allan Cook

Audit logs containing system level events are frequently used for behavior modeling as they can provide detailed insight into cyber-threat occurrences. However, mapping low-level system events in audit logs to highlevel behaviors has been a…

密码学与安全 · 计算机科学 2023-12-14 Mohammad Mamun , Scott Buffett

Kernel audit logs are an invaluable source of information in the forensic investigation of a cyber-attack. However, the coarse granularity of dependency information in audit logs leads to the construction of huge attack graphs which contain…

密码学与安全 · 计算机科学 2018-10-16 Sadegh M. Milajerdi , Birhanu Eshete , Rigel Gjomemo , V. N. Venkatakrishnan

As cyber threats continue to grow in complexity, traditional security mechanisms struggle to keep up. Large language models (LLMs) offer significant potential in cybersecurity due to their advanced capabilities in text processing and…

计算与语言 · 计算机科学 2025-11-10 Tiago Dinis , Miguel Correia , Roger Tavares

Cyber threats have become increasingly prevalent and sophisticated. Prior work has extracted actionable cyber threat intelligence (CTI), such as indicators of compromise, tactics, techniques, and procedures (TTPs), or threat feeds from…

密码学与安全 · 计算机科学 2025-04-29 Saskia Laura Schröer , Noé Canevascini , Irdin Pekaric , Philine Widmer , Pavel Laskov

Cyber Threat hunting is a proactive search for known attack behaviors in the organizational information system. It is an important component to mitigate advanced persistent threats (APTs). However, the attack behaviors recorded in…

密码学与安全 · 计算机科学 2021-04-21 Renzheng Wei , Lijun Cai , Aimin Yu , Dan Meng

Cybersecurity is a major challenge for large organizations. Traditional cybersecurity defense is reactive. Cybersecurity operations centers keep out adversaries and incident response teams clean up after break-ins. Recently a proactive…

密码学与安全 · 计算机科学 2024-02-20 William P. Maxam , James C. Davis

Cybersecurity is one of the most pressing technological challenges of our time and requires measures from all sectors of society. A key measure is automated security response, which enables automated mitigation and recovery from cyber…

计算机科学与博弈论 · 计算机科学 2025-03-14 Kim Hammar

We introduce the Cyber Defense Benchmark, a benchmark for measuring how well large language model (LLM) agents perform the core SOC analyst task of threat hunting: given a database of raw Windows event logs with no guided questions or…

密码学与安全 · 计算机科学 2026-04-24 Alankrit Chona , Igor Kozlov , Ambuj Kumar

Advanced Persistent Threat (APT) attack usually refers to the form of long-term, covert and sustained attack on specific targets, with an adversary using advanced attack techniques to destroy the key facilities of an organization. APT…

密码学与安全 · 计算机科学 2021-12-20 Tiantian Zhu , Jinkai Yu , Tieming Chen , Jiayu Wang , Jie Ying , Ye Tian , Mingqi Lv , Yan Chen , Yuan Fan , Ting Wang

Artificial Intelligence (AI) agents can now orchestrate cyberattacks. This development is already increasing the speed and scale of cyber attacks, decreasing attack costs, and improving the operational autonomy of cyber capabilities. To…

计算机与社会 · 计算机科学 2026-05-22 Matt Mittelsteadt , Jam Kraprayoon , Robin Staes-Polet , Oskar Galeev , Jan Wehner , Christopher Covino , Shaun Ee

Threat modeling is a popular method to securely develop systems by achieving awareness of potential areas of future damage caused by adversaries. However, threat modeling for systems relying on Artificial Intelligence is still not well…

密码学与安全 · 计算机科学 2024-06-04 Jan von der Assen , Jamo Sharif , Chao Feng , Christian Killer , Gérôme Bovet , Burkhard Stiller

The automation of Cyber Threat Intelligence (CTI) relies heavily on Named Entity Recognition (NER) to extract critical entities from unstructured text. Currently, Large Language Models (LLMs) primarily address this task through…

密码学与安全 · 计算机科学 2025-12-23 Jiaren Peng , Hongda Sun , Xuan Tian , Cheng Huang , Zeqing Li , Rui Yan

In order to assist security analysts in obtaining information pertaining to their network, such as novel vulnerabilities, exploits, or patches, information retrieval methods tailored to the security domain are needed. As labeled text data…

信息检索 · 计算机科学 2015-04-17 Corinne L. Jones , Robert A. Bridges , Kelly Huffer , John Goodall

Modern attacks against enterprises often have multiple targets inside the enterprise network. Due to the large size of these networks and increasingly stealthy attacks, attacker activities spanning multiple hosts are extremely difficult to…

密码学与安全 · 计算机科学 2023-12-18 Sutanu Kumar Ghosh , Kiavash Satvat , Rigel Gjomemo , V. N. Venkatakrishnan

Incident Response Planning (IRP) is essential for effective cybersecurity management, requiring detailed documentation (or playbooks) to guide security personnel during incidents. Yet, creating comprehensive IRPs is often hindered by…

密码学与安全 · 计算机科学 2024-08-31 Sam Hays , Jules White

The rapid advancement of artificial intelligence (AI) has significantly expanded the attack surface for AI-driven cybersecurity threats, necessitating adaptive defense strategies. This paper introduces CyberSentinel, a unified, single-agent…

密码学与安全 · 计算机科学 2025-02-24 Krti Tallam

A wide variety of Cyber Threat Information (CTI) is used by Security Operation Centres (SOCs) to perform validation of security incidents and alerts. Security experts manually define different types of rules and scripts based on CTI to…

密码学与安全 · 计算机科学 2022-03-16 Chadni Islam , M. Ali Babar , Roland Croft , Helge Janicke

SIEM systems are prevalent and play a critical role in a variety of analyst workflows in Security Operation Centers. However, modern SIEMs face a big challenge: they still cannot relieve analysts from the repetitive tasks involved in…

密码学与安全 · 计算机科学 2024-07-19 PeiYu Tseng , ZihDwo Yeh , Xushu Dai , Peng Liu

Current hardware security verification processes predominantly rely on manual threat modeling and test plan generation, which are labor-intensive, error-prone, and struggle to scale with increasing design complexity and evolving attack…

密码学与安全 · 计算机科学 2025-05-13 Dipayan Saha , Hasan Al Shaikh , Shams Tarek , Farimah Farahmandi