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Provenance-Based Endpoint Detection and Response (P-EDR) systems are deemed crucial for future APT defenses. Despite the fact that numerous new techniques to improve P-EDR systems have been proposed in academia, it is still unclear whether…

Cryptography and Security · Computer Science 2023-07-18 Feng Dong , Shaofei Li , Peng Jiang , Ding Li , Haoyu Wang , Liangyi Huang , Xusheng Xiao , Jiedong Chen , Xiapu Luo , Yao Guo , Xiangqun Chen

Traditionally, security systems for enterprises have implicit access based on strong cryptography, authentication and key sharing, wherein access control is based on Role Based Access Control (RBAC), in which roles such as manager,…

Cryptography and Security · Computer Science 2022-03-18 Nitesh Kumar , Gaurav S. Kasbekar , D. Manjunath

Advanced persistent threats pose a significant challenge for blue teams as they apply various attacks over prolonged periods, impeding event correlation and their detection. In this work, we leverage various diverse attack scenarios to…

Cryptography and Security · Computer Science 2022-01-13 George Karantzas , Constantinos Patsakis

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

We present the Agentic AI Detection and Response (ADR) system, the first large-scale, production-proven enterprise framework for securing AI agents operating through the Model Context Protocol (MCP). We identify three persistent challenges…

Artificial Intelligence · Computer Science 2026-05-19 Chenning Li , Pan Hu , Justin Xu , Baris Ozbas , Olivia Liu , Caroline Van , Manxue Li , Wei Zhou , Mohammad Alizadeh , Pengyu Zhang , KK Sriramadhesikan , Ming Zhang

As cyber threats continue to evolve in complexity and frequency, robust endpoint protection is essential for organizational security. This paper presents "Endpoint Security Agent: A Comprehensive Approach to Real-time System Monitoring and…

Cryptography and Security · Computer Science 2025-11-12 Srihari R , Ayesha Taranum , Karthik , Mohammed Usman Hussain

MITRE ATT&CK is a comprehensive framework of adversary tactics, techniques and procedures based on real-world observations. It has been used as a foundation for threat modelling in different sectors, such as government, academia and…

Cryptography and Security · Computer Science 2023-08-29 Bader Al-Sada , Alireza Sadighian , Gabriele Oligeri

The MITRE ATT&CK framework, a comprehensive knowledge base of adversary tactics and techniques, has been widely adopted by the cybersecurity industry as well as by academic researchers. Its broad range of industry applications include…

Cryptography and Security · Computer Science 2023-04-18 Shanto Roy , Emmanouil Panaousis , Cameron Noakes , Aron Laszka , Sakshyam Panda , George Loukas

The MITRE ATT&CK framework is a widely adopted tool for enhancing cybersecurity, supporting threat intelligence, incident response, attack modeling, and vulnerability prioritization. This paper synthesizes research on its application across…

Cryptography and Security · Computer Science 2025-02-18 Yuning Jiang , Qiaoran Meng , Feiyang Shang , Nay Oo , Le Thi Hong Minh , Hoon Wei Lim , Biplab Sikdar

Threats targeting cyberspace are becoming more prominent and intelligent day by day. This inherently leads to a dire demand for continuous security validation and testing. Using this paper, we aim to provide a holistic and precise security…

Cryptography and Security · Computer Science 2021-08-17 Hardik Manocha , Akash Srivastava , Chetan Verma , Ratan Gupta , Bhavya Bansal

Chain-of-thought (CoT) prompting enables Large Language Models to solve complex problems, but deploying these models safely requires reliable confidence estimates, a capability where existing methods suffer from poor calibration and severe…

Artificial Intelligence · Computer Science 2025-11-11 Abhishek More , Anthony Zhang , Nicole Bonilla , Ashvik Vivekan , Kevin Zhu , Parham Sharafoleslami , Maheep Chaudhary

The performance of Machine Learning (ML) and Deep Learning (DL)-based Intrusion Detection and Prevention Systems (IDS/IPS) is critically dependent on the relevance and quality of the datasets used for training and evaluation. However,…

Cryptography and Security · Computer Science 2025-11-18 Adrita Rahman Tori , Khondokar Fida Hasan

Perimeter-based detection is no longer sufficient for mitigating the threat posed by malicious software. This is evident as antivirus (AV) products are replaced by endpoint detection and response (EDR) products, the latter allowing…

Cryptography and Security · Computer Science 2022-01-13 Matilda Rhode , Pete Burnap , Adam Wedgbury

Engineering more secure software has become a critical challenge in the cyber world. It is very important to develop methodologies, techniques, and tools for developing secure software. To develop secure software, software developers need…

Software Engineering · Computer Science 2023-02-14 Nicholas Lasky , Benjamin Hallis , Mounika Vanamala , Rushit Dave , Jim Seliya

Cybersecurity is a big challenge as hackers are always trying to find new methods to attack and exploit system vulnerabilities. Cybersecurity threats and risks have increased in recent years, due to the increasing number of devices and…

Cryptography and Security · Computer Science 2024-07-30 Ihab Mohamed , Hesham A. Hefny , Nagy R. Darwish

Cyber Essentials (CE) comprise a set of controls designed to protect organisations, irrespective of their size, against cyber attacks. The controls are firewalls, secure configuration, user access control, malware protection & security…

Cryptography and Security · Computer Science 2024-06-24 Priyanka Badva , Partha Das Chowdhury , Kopo M. Ramokapane , Barnaby Craggs , Awais Rashid

Endpoint Detection and Response (EDR) solutions embrace the method of attack provenance graph to discover unknown threats through system event correlation. However, this method still faces some unsolved problems in the fields of…

Cryptography and Security · Computer Science 2026-02-18 Peilun Wu , Nan Sun , Nour Moustafa , Youyang Qu , Ming Ding

Advanced Persistent Threat (APT) is challenging to detect due to prolonged duration, infrequent occurrence, and adept concealment techniques. Existing approaches primarily concentrate on the observable traits of attack behaviors, neglecting…

Cryptography and Security · Computer Science 2024-04-05 Xiaoxiao Liu , Fan Xu , Nan Wang , Qinxin Zhao , Dalin Zhang , Xibin Zhao , Jiqiang Liu

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…

Cryptography and Security · Computer Science 2021-12-20 Tiantian Zhu , Jinkai Yu , Tieming Chen , Jiayu Wang , Jie Ying , Ye Tian , Mingqi Lv , Yan Chen , Yuan Fan , Ting Wang

Endpoint Detection and Remediation (EDR) platforms are essential for identifying and responding to cyber threats. This study presents a novel approach using Large Language Models (LLMs) to detect Hands-on-Keyboard (HOK) cyberattacks. Our…

Cryptography and Security · Computer Science 2024-08-06 Amit Portnoy , Ehud Azikri , Shay Kels
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