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Amit kumar

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Open access Jun 2026

A Deep Learning Framework Integrating CNN-GRU Architectures for Real-Time DDoS Detection in Multi-Cloud Enterprise Environments

A hybrid deep learning framework that integrates one-dimensional Convolutional Neural Networks (CNN) with Gated Recurrent Units (GRU) for accurate, real-time DDoS detection across multi-cloud enterprise environments and is suitable for production-grade, low-latency mitigation pipelines spanning AWS, Microsoft Azure and Google Cloud.

Amit kumar · 0 citations