This is a replication Package for the paper titled "On Using Explainable AI to Improve Deep Learning Models with Emerging Results in Vulnerability Prediction". The directory contains Python scripts to run the vulnerability prediction models as well as the scripts to run the explainability tool. The directory also contains the datasets used in the paper.