Billa Manindhar

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 resilience to zero-day attacks.