Deep Learning-Driven Intrusion Detection and Defense Mechanisms: A Novel Approach to Mitigating Cyber Attacks

We present a novel Transformer-based network intrusion detection system (IDS) that automatically learns complex feature relationships from raw traffic. Our architecture embeds both categorical (e.g., protocol, flag) and numer... | Find, read and cite all the research you need on Tech Science Press

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Publication Details

Journal
Journal of Cyber Security
Published
2025-01-01
DOI
https://doi.org/10.32604/jcs.2025.067979
Primary Topic
Network Security and Intrusion Detection
Type
article
Field-Weighted Citation Impact
0.00

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article

Deep Learning-Driven Intrusion Detection and Defense Mechanisms: A Novel Approach to Mitigating Cyber Attacks

Jing Cheng
Journal of Cyber Security
Network Security and Intrusion Detection
article

Deep Learning-Driven Intrusion Detection and Defense Mechanisms: A Novel Approach to Mitigating Cyber Attacks

Jing Cheng
article en

Abstract

We present a novel Transformer-based network intrusion detection system (IDS) that automatically learns complex feature relationships from raw traffic. Our architecture embeds both categorical (e.g., protocol, flag) and numer... | Find, read and cite all the research you need on Tech Science Press

Journal of Cyber SecurityVol. 7(1)
University of New South Wales
Openalex Percentile: Top 70%
Network Security and Intrusion Detection
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Deep Learning-Driven Intrusion Detection and Defense Mechanisms: A Novel Approach to Mitigating Cyber Attacks — Jing Cheng · Journal of Cyber Security (2025) | TGRS Research Map | TGRS