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Autonomous Large Language Model (LLM) agents exhibit significant vulnerability to Indirect Prompt Injection (IPI) attacks. These attacks hijack agent behavior by polluting external information sources, exploiting fundamental trade-offs…

Artificial Intelligence · Computer Science 2026-01-26 Zhibo Liang , Tianze Hu , Zaiye Chen , Mingjie Tang

Attack Trees (AT) are a popular formalism for security analysis. They are meant to display an attacker's goal decomposed into attack steps needed to achieve it and compute certain security metrics (e.g., attack cost, probability, and…

Cryptography and Security · Computer Science 2025-07-01 Ítalo Oliveira , Stefano M. Nicoletti , Gal Engelberg , Mattia Fumagalli , Dan Klein , Giancarlo Guizzardi

Security Information and Event Management (SIEM) systems aggregate log data from heterogeneous sources to detect coordinated attacks. Traditional rule-based correlation engines struggle to classify multi-step web application attacks because…

Cryptography and Security · Computer Science 2026-05-14 Badr Alboushy , Assef Jafar , Mohamad Aljnidi , Mohamad Bashar Disoki , Aref Shaheed

Cyber-physical systems posit a complex number of security challenges due to interconnection of heterogeneous devices having limited processing, communication, and power capabilities. Additionally, the conglomeration of both physical and…

Cryptography and Security · Computer Science 2020-12-03 Prerit Datta , Natalie Lodinger , Akbar Siami Namin , Keith S. Jones

A forensics investigation after a breach often uncovers network and host indicators of compromise (IOCs) that can be deployed to sensors to allow early detection of the adversary in the future. Over time, the adversary will change tactics,…

One of the most common and important destructive attacks on the victim system is Advanced Persistent Threat (APT)-attack. The APT attacker can achieve his hostile goals by obtaining information and gaining financial benefits regarding the…

Cryptography and Security · Computer Science 2021-01-19 Javad Hassannataj Joloudari , Mojtaba Haderbadi , Amir Mashmool , Mohammad GhasemiGol , Shahab S. , Amir Mosavi

We define Oracle Poisoning, an attack class in which an adversary corrupts a structured knowledge graph that AI agents query at runtime via tool-use protocols, causing incorrect conclusions through correct reasoning. Unlike prompt…

Cryptography and Security · Computer Science 2026-05-12 Ben Kereopa-Yorke , Guillermo Diaz , Holly Wright , Reagan Johnston , Ron F. Del Rosario , Timothy Lynar

Indicators of Compromise (IOCs) are artifacts observed on a network or in an operating system that can be utilized to indicate a computer intrusion and detect cyber-attacks in an early stage. Thus, they exert an important role in the field…

Artificial Intelligence · Computer Science 2018-10-25 Shengping Zhou , Zi Long , Lianzhi Tan , Hao Guo

Advanced Persistent Threats (APTs) are continuously evolving, leveraging their stealthiness and persistence to put increasing pressure on current provenance-based Intrusion Detection Systems (IDS). This evolution exposes several critical…

Cryptography and Security · Computer Science 2024-11-22 Weiheng Wu , Wei Qiao , Wenhao Yan , Bo Jiang , Yuling Liu , Baoxu Liu , Zhigang Lu , JunRong Liu

Autonomous agents are increasingly deployed in both offensive and defensive cyber operations, creating high-speed, closed-loop interactions in critical infrastructure environments. Advanced Persistent Threat (APT) actors exploit "Living off…

Cryptography and Security · Computer Science 2026-04-07 Yiyao Zhang , Diksha Goel , Hussain Ahmad

Web applications continue to be a favorite target for hackers due to a combination of wide adoption and rapid deployment cycles, which often lead to the introduction of high impact vulnerabilities. Static analysis tools are important to…

Cryptography and Security · Computer Science 2022-01-19 Ibéria Medeiros , Nuno Neves , Miguel Correia

As a massive number of the Internet of Things (IoT) devices are deployed, the security and privacy issues in IoT arouse more and more attention. The IoT attacks are causing tremendous loss to the IoT networks and even threatening human…

Cryptography and Security · Computer Science 2020-06-30 Tianbo Gu , Allaukik Abhishek , Hao Fu , Huanle Zhang , Debraj Basu , Prasant Mohapatra

This study evaluates the application of predictive analytics for real-time cyber-attack detection and response, focusing on how statistical and machine learning methods can improve decision-making in Security Operations Centers (SOCs).…

Cryptography and Security · Computer Science 2025-09-03 Muhammad Danish

GitHub Actions is increasingly used to deploy LLM-based agents for repository-centric tasks such as issue triage, pull-request review, code modification, and release assistance. These agentic workflows extend traditional CI/CD automation…

Cryptography and Security · Computer Science 2026-05-11 Shenao Wang , Xinyi Hou , Zhao Liu , Yanjie Zhao , Xiao Cheng , Quanchen Zou , Xiangzheng Zhang , Haoyu Wang

To automatically test web applications, crawling-based techniques are usually adopted to mine the behavior models, explore the state spaces or detect the violated invariants of the applications. However, in existing crawlers, rules for…

Software Engineering · Computer Science 2016-08-24 Jun-Wei Lin , Farn Wang

Identification of anomalous events within system logs constitutes a pivotal element within the frame- work of cybersecurity defense strategies. However, this process faces numerous challenges, including the management of substantial data…

Cryptography and Security · Computer Science 2025-10-21 Zeng Zhang , Wenjie Yin , Xiaoqi Li

Advanced Persistent Threat (APT) attacks have caused significant damage worldwide. Various Endpoint Detection and Response (EDR) systems are deployed by enterprises to fight against potential threats. However, EDR suffers from high false…

Cryptography and Security · Computer Science 2024-05-07 Tiantian Zhu , Jie Ying , Tieming Chen , Chunlin Xiong , Wenrui Cheng , Qixuan Yuan , Aohan Zheng , Mingqi Lv , Yan Chen

The automatic extraction of information from Cyber Threat Intelligence (CTI) reports is crucial in risk management. The increased frequency of the publications of these reports has led researchers to develop new systems for automatically…

Information Retrieval · Computer Science 2023-09-11 Francesco Marchiori , Mauro Conti , Nino Vincenzo Verde

Cyber-attack attribution is an important process that allows experts to put in place attacker-oriented countermeasures and legal actions. The analysts mainly perform attribution manually, given the complex nature of this task. AI and, more…

Cryptography and Security · Computer Science 2024-08-12 Pritam Deka , Sampath Rajapaksha , Ruby Rani , Amirah Almutairi , Erisa Karafili

Large Language Models (LLMs) are intensively used to assist security analysts in counteracting the rapid exploitation of cyber threats, wherein LLMs offer cyber threat intelligence (CTI) to support vulnerability assessment and incident…

Cryptography and Security · Computer Science 2025-10-03 Luoxi Tang , Yuqiao Meng , Ankita Patra , Weicheng Ma , Muchao Ye , Zhaohan Xi