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AI IntelligenceAug 19, 2026AI Intelligence
Article

Cognitive Graph Intelligence for Adaptive and Robust DDoS Attack Detection in Next Generation Networks: Distributed...

Denial-of-Service (DDoS) attacks threaten network availability, requiring a cognitive detection process that senses traffic, infers intent, and supports an adaptive response under severe class imbalance and non-stationary conditions. This paper proposes a Graph-based Generative Adversarial Network (GraphGAN) that serves as the cognitive detect...

Frontier EditorialSource: arXiv
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Source Brief

Cognitive Graph Intelligence for Adaptive and Robust DDoS Attack Detection in Next Generation Networks: Distributed Denial-of-Service (DDoS) attacks threaten network availability, requiring a cognitive detection process that senses traffic, infers intent, and supports an adaptive response under severe class imbalance and non-stationary conditions. This paper proposes a Graph-based Generative Adversarial Network (GraphGAN) that serves as the cognitive detect...