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Volume 1, Issue 1 (2026)

Published: August 2026 • Computer Science Open Access Collection

Research Article DOI: 10.5281/ijacer.2026.01.001 Pages 1–16

Adaptive Transformer Models for Real-Time Threat Detection in Distributed Cloud Architectures

Authors: Prof. Dr. Christopher Hayes, Dr. Viktor Neumann

Abstract: Securing enterprise multi-cloud environments against zero-day DDoS attacks requires low-latency anomaly detection algorithms. This paper introduces an optimized lightweight transformer model deployed at edge gateways, achieving a 99.4% intrusion detection rate with less than 3.2ms latency.

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