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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

D. Saravanan

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Open access Sep 2026

A Hybrid Deep Reinforcement Learning Framework for Enhanced Cyber Threat Detection Using Supervised Ensemble Decision Fusion

Conventional intrusion detection systems (IDSs) face increasing complexity in network traffic and unpredictable cyberattacks, particularly with fixed supervised classifiers and ambiguous observations. This study introduces DRL-ECTD (Deep Reinforcement Learning-Enhanced Cyber Threat Detector), a hybrid binary IDS that c...

Bharanidharan Gurumurthy, Nalini Poornima Suresh, Kiran Ravindran et al. · 0 citations
Open access Aug 2026

Feature-guided transformer approach for detecting distributed denial of service attacks

A transformer-based classifier for DDoS detection on the CIC-DDoS2019 dataset demonstrates stable convergence and generalization across folds, highlighting the strength of attention mechanisms in capturing feature dependencies, while also pointing to future directions such as real-time deployment, explainability, and r...

Lokeshwaran Kanagaraj, Raguraman Purushothaman, Sathya Subramanian et al. · 0 citations

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