Article

Next-Generation Cyber Defense: Transformer-Based AI for Threat Detection and Autonomous Response in Dynamic Environments

2025-11-10

Abstract excerpt

<title>Abstract</title> <p>The escalating sophistication of cyber threats in dynamic digital ecosystems demands the deployment of intelligent and adaptive defense mechanisms capable of real-time detection, interpretation, and mitigation. This research presents a Transformer-Based Threat Detection and Response Framework, an advanced AI-driven cybersecurity architecture designed to autonomously identify and counter...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 2902316e-e89b-523b-b437-4ed9f0a971a5
DOI: 10.21203/rs.3.rs-7961869/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Next-Generation Cyber Defense: Transformer-Based AI for Threat Detection and Autonomous Response in Dynamic EnvironmentsDOI 10.21203/rs.3.rs-7961869/v1Read

AI-Driven Threat Detection and Response: Toward Autonomous Cyber Defense SystemsSemantic proximity Read

A Dynamic Explainable AI FrameworkforReal-Time Intrusion Detection andAutomatedAlert Prioritization in Security OperationCentersSemantic proximity Read

SentinelSphere: An AI-driven cybersecurity platform integrating real-time threat detection with security awareness educationSemantic proximity Read

A Hybrid Explainable AI Framework for Cyber Threat Detection and ResponseSemantic proximity Read

The Ensemble of Text Convolutional Neural Networks and Multi-Head Attention Layers for Classifying Threats in Network PacketsSemantic proximity Read

Bridging the Gap: Advancing the Transparency and Trustworthiness of Network Intrusion Detection with Explainable AISemantic proximity Read

Ethical and Transparent AI in Cyber Defense: An Explainable AI Plugin for Network Intrusion Detection Using SHAP, LIME, and ELI5Semantic proximity Read

Cognitive Attack Topology (CAT): A Topological Framework for Modeling and Detecting Human-Centric Cyber AttacksSemantic proximity Read

Structural Leakage in Host Intrusion Alert Corpora: An Evaluation Framework for ATT&CK Technique and Tactic MappingSemantic proximity Read

Designing Prompt Injection Prevention Mechanisms for AI-Powered Cybersecurity Copilot SystemsSemantic proximity Read

Reinforcement Learning for Zero-Day Vulnerability Detection in IoT Devices: A Proactive ApproachSemantic proximity Read