Provenance-based intrusion detection systems: A survey

M Zipperle, F Gottwalt, E Chang, T Dillon - ACM Computing Surveys, 2022 - dl.acm.org
Traditional Intrusion Detection Systems (IDS) cannot cope with the increasing number and
sophistication of cyberattacks such as Advanced Persistent Threats (APT). Due to their high …

Systematic literature review of security event correlation methods

I Kotenko, D Gaifulina, I Zelichenok - Ieee Access, 2022 - ieeexplore.ieee.org
Security event correlation approaches are necessary to detect and predict incremental
threats such as multi-step or targeted attacks (advanced persistent threats) and other causal …

Holmes: real-time apt detection through correlation of suspicious information flows

SM Milajerdi, R Gjomemo, B Eshete… - … IEEE Symposium on …, 2019 - ieeexplore.ieee.org
In this paper, we present HOLMES, a system that implements a new approach to the
detection of Advanced and Persistent Threats (APTs). HOLMES is inspired by several case …

Unicorn: Runtime provenance-based detector for advanced persistent threats

X Han, T Pasquier, A Bates, J Mickens… - arXiv preprint arXiv …, 2020 - arxiv.org
Advanced Persistent Threats (APTs) are difficult to detect due to their" low-and-slow" attack
patterns and frequent use of zero-day exploits. We present UNICORN, an anomaly-based …

Tactical provenance analysis for endpoint detection and response systems

WU Hassan, A Bates, D Marino - 2020 IEEE Symposium on …, 2020 - ieeexplore.ieee.org
Endpoint Detection and Response (EDR) tools provide visibility into sophisticated intrusions
by matching system events against known adversarial behaviors. However, current solutions …

Log2vec: A heterogeneous graph embedding based approach for detecting cyber threats within enterprise

F Liu, Y Wen, D Zhang, X Jiang, X Xing… - Proceedings of the 2019 …, 2019 - dl.acm.org
Conventional attacks of insider employees and emerging APT are both major threats for the
organizational information system. Existing detections mainly concentrate on users' behavior …

Shadewatcher: Recommendation-guided cyber threat analysis using system audit records

J Zengy, X Wang, J Liu, Y Chen, Z Liang… - … IEEE Symposium on …, 2022 - ieeexplore.ieee.org
System auditing provides a low-level view into cyber threats by monitoring system entity
interactions. In response to advanced cyber-attacks, one prevalent solution is to apply data …

[PDF][PDF] You Are What You Do: Hunting Stealthy Malware via Data Provenance Analysis.

Q Wang, WU Hassan, D Li, K Jee, X Yu, K Zou, J Rhee… - NDSS, 2020 - kangkookjee.io
To subvert recent advances in perimeter and host security, the attacker community has
developed and employed various attack vectors to make a malware much stealthier than …

Poirot: Aligning attack behavior with kernel audit records for cyber threat hunting

SM Milajerdi, B Eshete, R Gjomemo… - Proceedings of the …, 2019 - dl.acm.org
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 …

Extractor: Extracting attack behavior from threat reports

K Satvat, R Gjomemo… - 2021 IEEE European …, 2021 - ieeexplore.ieee.org
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 …