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

arXiv:2608.28882 · cs.CR · Submitted 2026-08-28 · Read on arXiv

cs.CR

Submitted: 2026-08-28

Updated: 2026-08-28

Comments: 13 pages, 11 figures, 4 tables

Code: https://github.com/mlily2024/Final-project-SQL-injection-pipeline

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 3× in this paper · explained in 1 episode
• Robustness — 2× in this paper · explained in 5 episodes
• Contextual Understanding — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Graph Neural Network — 1× in this paper
• Graph Neural Network (GNN) — 1× in this paper · explained in 2 episodes

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