Graph Neural Networks for Vulnerability Detection: A Counterfactual Explanation
Graph Neural Networks for Vulnerability Detection: A Counterfactual Explanation
Vulnerability detection is crucial for ensuring the security and reliability of software systems.Recently, Graph Neural Networks (GNNs) have emerged as a prominent code embedding approach for vulnerability detection, owing to their ability to capture the underlying semantic structure of source code.However, GNNs face significant challenges in explainability due to their …