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Enterprise networks are growing ever larger with a rapidly expanding attack surface, increasing the volume of security alerts generated from security controls. Security Operations Centre (SOC) analysts triage these alerts to identify…

Cryptography and Security · Computer Science 2025-05-16 Melissa Turcotte , François Labrèche , Serge-Olivier Paquette

Detection systems that utilize machine learning are progressively implemented at Security Operations Centers (SOCs) to help an analyst to filter through high volumes of security alerts. Practically, such systems tend to reveal probabilistic…

Cryptography and Security · Computer Science 2026-01-09 Israt Jahan Chowdhury , Md Abu Yousuf Tanvir

Modern security operations centers (SOCs) employ a variety of tools for intrusion detection, prevention, and widespread log aggregation and analysis. While research efforts are quickly proposing novel algorithms and technologies for cyber…

Human-Computer Interaction · Computer Science 2018-12-10 Robert A. Bridges , Michael D. Iannacone , John R. Goodall , Justin M. Beaver

Security operation centers (SOCs) all over the world are tasked with reacting to cybersecurity alerts ranging in severity. Security Orchestration, Automation, and Response (SOAR) tools streamline cybersecurity alert responses by SOC…

Human-Computer Interaction · Computer Science 2021-12-02 Savannah Norem , Ashley E Rice , Samantha Erwin , Robert A Bridges , Sean Oesch , Brian Weber

The increasing dependency of modern society on IT systems and infrastructures for essential services (e.g. internet banking, vehicular network, health-IT, etc.) coupled with the growing number of cyber incidents and security vulnerabilities…

Cryptography and Security · Computer Science 2022-02-09 Cyril Onwubiko , Karim Ouazzane

In Security Operations Centres (SOCs) security practitioners work using a range of tools to detect and mitigate malicious computer-network activity. Sonification, in which data is represented as sound, is said to have potential as an…

Human-Computer Interaction · Computer Science 2018-07-19 Louise M. Axon , Bushra Alahmadi , Jason R. C. Nurse , Michael Goldsmith , Sadie Creese

Security Operations Centers (SOCs) are overwhelmed by tens of thousands of daily alerts, with only a small fraction corresponding to genuine attacks. This overload creates alert fatigue, leading to overlooked threats and analyst burnout.…

Computation and Language · Computer Science 2025-10-02 Bowen Wei , Yuan Shen Tay , Howard Liu , Jinhao Pan , Kun Luo , Ziwei Zhu , Chris Jordan

Modern security operation centers (SOCs) rely on operators and a tapestry of logging and alerting tools with large scale collection and query abilities. SOC investigations are tedious as they rely on manual efforts to query diverse data…

Security operations centers (SOCs) face a persistent challenge: efficiently triaging a high volume of user-reported phishing emails while maintaining robust protection against threats. This paper presents the first randomized controlled…

General Economics · Economics 2025-11-19 James Bono

Many Security Operations Centers (SOCs) today still heavily rely on signature-based Network Intrusion Detection Systems (NIDS) such as Suricata. The specificity of intrusion detection rules and the coverage provided by rulesets are common…

Cryptography and Security · Computer Science 2025-01-20 Koen T. W. Teuwen , Tom Mulders , Emmanuele Zambon , Luca Allodi

"Alert fatigue" is one of the biggest challenges faced by the Security Operations Center (SOC) today, with analysts spending more than half of their time reviewing false alerts. Endpoint detection products raise alerts by pattern matching…

Cryptography and Security · Computer Science 2024-05-09 Jonathan Oliver , Raghav Batta , Adam Bates , Muhammad Adil Inam , Shelly Mehta , Shugao Xia

Explainable AI (XAI) holds significant promise for enhancing the transparency and trustworthiness of AI-driven threat detection in Security Operations Centers (SOCs). However, identifying the appropriate level and format of explanation,…

Cryptography and Security · Computer Science 2025-07-22 Nidhi Rastogi , Shirid Pant , Devang Dhanuka , Amulya Saxena , Pranjal Mairal

Safety-critical software systems are those whose failure or malfunction could result in casualty and/or serious financial loss. In such systems, safety assurance cases (SACs) are an emerging approach that adopts a proactive strategy to…

Software Engineering · Computer Science 2018-03-23 Jinghui Cheng , Micayla Goodrum , Ronald Metoyer , Jane Cleland-Huang

As modern software systems continue to grow in complexity, triage has become a fundamental process in system operations and maintenance. Triage aims to efficiently prioritize, assign, and assess issues to ensure the reliability of complex…

Software Engineering · Computer Science 2025-11-13 Yongxin Zhao , Shenglin Zhang , Yujia Wu , Yuxin Sun , Yongqian Sun , Dan Pei , Chetan Bansal , Minghua Ma

Security alert screening is the downstream task of filtering, prioritizing, correlating, and contextualizing alerts for analyst attention in Security Operations Centers. This survey reviews artificial-intelligence-driven alert screening and…

Cryptography and Security · Computer Science 2026-05-20 Samuel Ndichu , Tao Ban , Seiichi Ozawa , Takeshi Takahashi , Daisuke Inoue

Communication networks involve the transmission and reception of large volumes of data. Research indicates that network traffic volumes will continue to increase. These traffic volumes will be unprecedented and the behaviour of global…

Human-Computer Interaction · Computer Science 2017-12-01 Paul Vickers , Chris Laing , Tom Fairfax

Security operations centers (SOCs) are beginning to use large language models (LLMs) as copilots to draft incident-response plans. These plans may include actions that are valid per the catalog but still violate mandatory steps, required…

Cryptography and Security · Computer Science 2026-05-08 Sidnei Barbieri , Leonardo Vaz de Meneses , Ágney Lopes Roth Ferraz , Lourenço Alves Pereira Júnior

The integration of Large Language Models (LLMs) into Security Operations Centres (SOCs) presents a transformative, yet still evolving, opportunity to reduce analyst workload through human-AI collaboration. However, their real-world…

Cryptography and Security · Computer Science 2025-09-22 Ronal Singh , Shahroz Tariq , Fatemeh Jalalvand , Mohan Baruwal Chhetri , Surya Nepal , Cecile Paris , Martin Lochner

Driven by new software development processes and testing in clouds, system and integration testing nowadays tends to produce enormous number of alarms. Such test alarms lay an almost unbearable burden on software testing engineers who have…

Software Engineering · Computer Science 2017-03-03 He Jiang , Xiaochen Li , Zijiang Yang , Jifeng Xuan

The need of predictive maintenance comes with an increasing number of incidents reported by monitoring systems and equipment/software users. In the front line, on-call engineers (OCEs) have to quickly assess the degree of severity of an…

Artificial Intelligence · Computer Science 2021-08-09 Youcef Remil , Anes Bendimerad , Marc Plantevit , Céline Robardet , Mehdi Kaytoue
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