Author

Lilliane Linnet Musoke

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Review Aug 2026

Enhancing Web Application Firewalls with Machine Learning for SQL Injection Detection

A DistilBERT-Stacked Ensemble pipeline to improve detection efficiency and robustness while reducing false-positive and false-negative rates is designed and optimised to highlight the value of adversarial training and stacked meta-learning in building robust Web Application Firewalls for SQLi detection.

Lilliane Linnet Musoke, A. Badii, A. Ashlam · 0 citations

Preprint Aug 2026

Enhancing Web Application Firewalls with BERT-GNN for SQL Injection Detection

This research study has resulted in an optimised hybrid BERT-GNN pipeline with improved detection accuracy and robustness while reducing false-positive and false-negative rates.

Lilliane Linnet Musoke, A. Badii, A. Ashlam · 0 citations