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Related papers: From Threat Reports to Continuous Threat Intellige…

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Cybersecurity researchers have contributed to the automated extraction of CTI from textual sources, such as threat reports and online articles, where cyberattack strategies, procedures, and tools are described. The goal of this article is…

Cryptography and Security · Computer Science 2024-01-04 Md Rayhanur Rahman , Rezvan Mahdavi-Hezaveh , Laurie Williams

Nowadays, threat reports from cybersecurity vendors incorporate detailed descriptions of attacks within unstructured text. Knowing vulnerabilities that are related to these reports helps cybersecurity researchers and practitioners…

Cryptography and Security · Computer Science 2024-07-12 Refat Othman , Bruno Rossi , Russo Barbara

Understanding the modus operandi of adversaries aids organizations in employing efficient defensive strategies and sharing intelligence in the community. This knowledge is often present in unstructured natural language text within threat…

Cryptography and Security · Computer Science 2024-09-24 Nanda Rani , Bikash Saha , Vikas Maurya , Sandeep Kumar Shukla

Adversaries continuously evolve their tactics, techniques, and procedures (TTPs) to achieve their objectives while evading detection, requiring defenders to continually update their understanding of adversary behavior. Prior research has…

Software Engineering · Computer Science 2026-04-06 Mahzabin Tamanna , Shaswata Mitra , Md Erfan , Ahmed Ryan , Sudip Mittal , Laurie Williams , Md Rayhanur Rahman

Over the last years, threat intelligence sharing has steadily grown, leading cybersecurity professionals to access increasingly larger amounts of heterogeneous data. Among those, cyber attacks' Tactics, Techniques and Procedures (TTPs) have…

Cryptography and Security · Computer Science 2020-04-30 Valentine Legoy , Marco Caselli , Christin Seifert , Andreas Peter

This work evaluates the performance of Cyber Threat Intelligence (CTI) extraction methods in identifying attack techniques from threat reports available on the web using the MITRE ATT&CK framework. We analyse four configurations utilising…

Cryptography and Security · Computer Science 2025-05-07 Hoang Cuong Nguyen , Shahroz Tariq , Mohan Baruwal Chhetri , Bao Quoc Vo

The increasingly sophisticated and growing number of threat actors along with the sheer speed at which cyber attacks unfold, make timely identification of attacks imperative to an organisations' security. Consequently, persons responsible…

Cryptography and Security · Computer Science 2022-07-19 Clemens Sauerwein , Alexander Pfohl

Cyber attacks are becoming more sophisticated and diverse, making detection increasingly challenging. To combat these attacks, security practitioners actively summarize and exchange their knowledge about attacks across organizations in the…

Cryptography and Security · Computer Science 2022-05-31 Zhenyuan Li , Jun Zeng , Yan Chen , Zhenkai Liang

The knowledge on attacks contained in Cyber Threat Intelligence (CTI) reports is very important to effectively identify and quickly respond to cyber threats. However, this knowledge is often embedded in large amounts of text, and therefore…

Cryptography and Security · Computer Science 2021-04-20 Kiavash Satvat , Rigel Gjomemo , V. N. Venkatakrishnan

Large-scale cyberattacks, referred to as campaigns, are documented across multiple CTI reports from diverse sources, with some providing a high-level overview of attack techniques and others providing technical details. Extracting attack…

Software Engineering · Computer Science 2026-04-10 Md Nazmul Haque , Sivana Hamer , Brandon Wroblewski , Md Rayhanur Rahman , Laurie Williams

Extracting MITRE ATT&CK techniques from cyber threat intelligence (CTI) reports is an open-set, multi-label problem requiring both high recall (not missing techniques) and high precision (not hallucinating unsupported ones). Existing…

Cryptography and Security · Computer Science 2026-05-26 Yutong Cheng , Changze Li , Raihan Sultan Pasha Basuki , Qian Cui , Wei Ding , Peng Gao

Extracting MITRE ATT\&CK Tactics, Techniques, and Procedures (TTPs) from natural language threat reports is crucial yet challenging. Existing methods primarily focus on performance metrics using data-driven approaches, often neglecting…

Cryptography and Security · Computer Science 2025-05-15 Cheng Meng , ZhengWei Jiang , QiuYun Wang , XinYi Li , ChunYan Ma , FangMing Dong , FangLi Ren , BaoXu Liu

Tactics, Techniques and Procedures (TTPs) represent sophisticated attack patterns in the cybersecurity domain, described encyclopedically in textual knowledge bases. Identifying TTPs in cybersecurity writing, often called TTP mapping, is an…

Machine Learning · Computer Science 2025-07-28 Tu Nguyen , Nedim Šrndić , Alexander Neth

Attribution of cyber-attacks remains a complex but critical challenge for cyber defenders. Currently, manual extraction of behavioral indicators from dense forensic documentation causes significant attribution delays, especially following…

Cryptography and Security · Computer Science 2025-05-20 Kyla Guru , Robert J. Moss , Mykel J. Kochenderfer

Cyber Threat Intelligence (CTI) plays a crucial role in assessing risks and enhancing security for organizations. However, the process of extracting relevant information from unstructured text sources can be expensive and time-consuming.…

In response to the escalating cyber threats, the efficiency of Cyber Threat Intelligence (CTI) data collection has become paramount in ensuring robust cybersecurity. However, existing works encounter significant challenges in preprocessing…

Cryptography and Security · Computer Science 2025-06-05 Jamal H. Al-Yasiri , Mohamad Fadli Bin Zolkipli , Nik Fatinah N Mohd Farid , Mohammed Alsamman , Zainab Ali Mohammed

Cyber threat intelligence is the provision of evidence-based knowledge about existing or emerging threats. Benefits from threat intelligence include increased situational awareness, efficiency in security operations, and improved…

Cryptography and Security · Computer Science 2023-08-29 Vasileios Mavroeidis , Siri Bromander

Understanding the attack patterns associated with a cyberattack is crucial for comprehending the attacker's behaviors and implementing the right mitigation measures. However, majority of the information regarding new attacks is typically…

Machine Learning · Computer Science 2024-12-02 Weiqiu You , Youngja Park

This paper addresses a critical challenge in cybersecurity: the gap between vulnerability information represented by Common Vulnerabilities and Exposures (CVEs) and the resulting cyberattack actions. CVEs provide insights into…

Cryptography and Security · Computer Science 2023-09-07 Ehsan Aghaei , Ehab Al-Shaer

Textual descriptions in cyber threat intelligence (CTI) reports, such as security articles and news, are rich sources of knowledge about cyber threats, crucial for organizations to stay informed about the rapidly evolving threat landscape.…

Cryptography and Security · Computer Science 2025-04-22 Yutong Cheng , Osama Bajaber , Saimon Amanuel Tsegai , Dawn Song , Peng Gao
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