AI ethics evidence index Search
Source-linked daily record
Evidence record 19033 · automatically gathered

Machine Learning-Based Cyber Defense for Cloud Infrastructure: An Adaptive Deep Q-Network Architecture for Intelligent Intrusion Detection and Automated Threat Mitigation

With the increasing complexity of cyber assaults in cloud environments, adaptable security solutions are needed that can support real-time detection and autonomous response. In this paper, we propose a reinforcement learning-based dynamic cyber defense framework. We deploy a Deep Q-Network (DQN) to train effective defensive strategies to counteract the evolving cyberattacks. We leverage the CICIDS2017 dataset for model creation and the UNSW-NB15 dataset for external validation, involving preproc

Record details

Published: 12 August 2026
Source: arXiv cs.AI
Category: Research
Topics: Military & security · Environment
Retrieved: 13 August 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Military & security · Shared topic: Environment

FedVAR: Prototype-Aligned Federated Framework for Video Anomaly Recognition

arXiv · 7 August 2026

Shared topic: Military & security · Shared topic: Environment

Trident : How to Break Deep Reinforcement Learning Cyber Defenses (Agentic)

arXiv red teaming query · 5 August 2026

Shared topic: Military & security · Shared topic: Environment

Cyber-resilience drivers in digital business networks: an expert-based prioritization using dual-gray DEMATEL and adaptive SWARA

Frontiers in Artificial Intelligence · 5 August 2026

Shared topic: Military & security · Shared topic: Environment

No One Wins in Nuclear War: A Social Simulation of Military Decision-making

arXiv cs.CY · 4 August 2026

Shared topic: Military & security · Shared topic: Environment

Beyond Component Testing: Validating Agentic AI Systems

arXiv cs.AI · 31 July 2026

Shared topic: Military & security · Shared topic: Environment

Distilling Knowledge from Large Language Models into Lightweight Reinforcement Learning Agents for Autonomous Cyber Operations

arXiv cs.LG · 30 July 2026

How to cite this record

ethics.ai (12 August 2026), “Machine Learning-Based Cyber Defense for Cloud Infrastructure: An Adaptive Deep Q-Network Architecture for Intelligent Intrusion Detection and Automated Threat Mitigation,” evidence record 19033, https://ethics.ai/record/19033 (originally published by arXiv cs.AI).

JSON

Use and limitations

This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.