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Provenance-based threat hunting identifies Advanced Persistent Threats (APTs) on endpoints by correlating attack patterns described in Cyber Threat Intelligence (CTI) with provenance graphs derived from system audit logs. A fundamental…

Cryptography and Security · Computer Science 2026-01-01 Xuebo Qiu , Mingqi Lv , Yimei Zhang , Tieming Chen , Tiantian Zhu , Qijie Song , Shouling Ji

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…

Cryptography and Security · Computer Science 2021-04-21 Renzheng Wei , Lijun Cai , Aimin Yu , Dan Meng

Advanced Persistent Threats (APTs) remain difficult to detect due to their stealthy nature and long-term persistence. To tackle this challenge, provenance-based threat hunting has gained traction as a proactive defense mechanism. This…

Cryptography and Security · Computer Science 2026-03-23 Xuebo Qiu , Mingqi Lv , Yimei Zhang , Tiantian Zhu , Tieming Chen

Advanced persistent threats (APT) are stealthy cyber-attacks that are aimed at stealing valuable information from target organizations and tend to extend in time. Blocking all APTs is impossible, security experts caution, hence the…

Cryptography and Security · Computer Science 2021-05-24 Sidahmed Benabderrahmane , Ghita Berrada , James Cheney , Petko Valtchev

Provenance analysis based on system audit data has emerged as a fundamental approach for investigating Advanced Persistent Threat (APT) attacks. Due to the high concealment and long-term persistence of APT attacks, they are only represented…

Cryptography and Security · Computer Science 2025-10-28 Qi Sheng

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…

Cryptography and Security · Computer Science 2019-10-02 Sadegh M. Milajerdi , Birhanu Eshete , Rigel Gjomemo , V. N. Venkatakrishnan

Provenance graphs are useful and powerful tools for representing system-level activities in cybersecurity; however, existing approaches often struggle with complex queries and flexible reasoning. This paper presents a novel approach using…

Cryptography and Security · Computer Science 2025-01-27 Fang Li , Fei Zuo , Gopal Gupta

The rise of advanced persistent threats (APTs) has marked a significant cybersecurity challenge, characterized by sophisticated orchestration, stealthy execution, extended persistence, and targeting valuable assets across diverse sectors.…

Cryptography and Security · Computer Science 2024-04-19 Yuntao Wang , Han Liu , Zhendong Li , Zhou Su , Jiliang Li

Recent research in both academia and industry has validated the effectiveness of provenance graph-based detection for advanced cyber attack detection and investigation. However, analyzing large-scale provenance graphs often results in…

Cryptography and Security · Computer Science 2024-07-11 Zhenyuan Li , Yangyang Wei , Xiangmin Shen , Lingzhi Wang , Yan Chen , Haitao Xu , Shouling Ji , Fan Zhang , Liang Hou , Wenmao Liu , Xuhong Zhang , Jianwei Ying

With the ever-changing landscape of cyber threats, identifying their origin has become paramount, surpassing the simple task of attack classification. Cyber threat attribution gives security analysts the insights they need to device…

Cryptography and Security · Computer Science 2025-09-16 Rimsha Kanwal , Umara Noor , Zafar Iqbal , Zahid Rashid

Advanced Persistent Threats (APTs) evolve through multiple stages, each exhibiting distinct temporal and structural behaviors. Accurate stage estimation is critical for enabling adaptive cyber defense. This paper presents StageFinder, a…

Cryptography and Security · Computer Science 2026-05-06 Trung V. Phan , Thomas Bauschert

Advanced Persistent Threats (APTs) are difficult to detect due to their complexity and stealthiness. To mitigate such attacks, many approaches model entities and their relationship using provenance graphs to detect the stealthy and…

Cryptography and Security · Computer Science 2026-01-06 Wenhao Yan , Ning An , Wei Qiao , Weiheng Wu , Bo Jiang , Zhigang Lu , Baoxu Liu , Junrong Liu

The objectives of cyberattacks are becoming sophisticated, and attackers are concealing their identity by masquerading as other attackers. Cyber threat intelligence (CTI) is gaining attention as a way to collect meaningful knowledge to…

Cryptography and Security · Computer Science 2019-10-08 Daegeon Kim , Huy Kang Kim

We present ProvG-Searcher, a novel approach for detecting known APT behaviors within system security logs. Our approach leverages provenance graphs, a comprehensive graph representation of event logs, to capture and depict data provenance…

Cryptography and Security · Computer Science 2023-12-20 Enes Altinisik , Fatih Deniz , Husrev Taha Sencar

Cyber threat hunting is a proactive search process for hidden threats in the organization's information system. It is a crucial component of active defense against advanced persistent threats (APTs). However, most of the current threat…

Cryptography and Security · Computer Science 2022-08-19 Jiawei Li , Ru Zhang , Jianyi Liu , Gongshen Liu

Threat actors can be persistent, motivated and agile, and leverage a diversified and extensive set of tactics and techniques to attain their goals. In response to that, defenders establish threat intelligence programs to stay…

Cryptography and Security · Computer Science 2021-03-30 Vasileios Mavroeidis , Audun Jøsang

Advanced Persistent Threats (APTs) pose a severe challenge to cyber defense due to their stealthy behavior and the extreme class imbalance inherent in detection datasets. To address these issues, we propose a novel active learning-based…

Machine Learning · Computer Science 2025-08-27 Sidahmed Benabderrahmane , Talal Rahwan

Advanced Persistent Threats (APT) attacks have plagued modern enterprises, causing significant financial losses. To counter these attacks, researchers propose techniques that capture the complex and stealthy scenarios of APT attacks by…

Cryptography and Security · Computer Science 2023-11-07 Shaofei Li , Feng Dong , Xusheng Xiao , Haoyu Wang , Fei Shao , Jiedong Chen , Yao Guo , Xiangqun Chen , Ding Li

Computer system monitoring generates huge amounts of logs that record the interaction of system entities. How to query such data to better understand system behaviors and identify potential system risks and malicious behaviors becomes a…

Social and Information Networks · Computer Science 2015-11-20 Bo Zong , Xusheng Xiao , Zhichun Li , Zhenyu Wu , Zhiyun Qian , Xifeng Yan , Ambuj K. Singh , Guofei Jiang

A cyber-attack is a malicious attempt by experienced hackers to breach the target information system. Usually, the cyber-attacks are characterized as hybrid TTPs (Tactics, Techniques, and Procedures) and long-term adversarial behaviors,…

Cryptography and Security · Computer Science 2021-12-17 Mingqi Lv , Chengyu Dong , Tieming Chen , Tiantian Zhu , Qijie Song , Yuan Fan
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