Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection
Version 3 2024-01-11, 05:33
Version 2 2024-01-05, 03:22
Version 1 2023-09-21, 00:51
dataset
posted on 2024-01-11, 05:33 authored by Benjamin SteenhoekBenjamin SteenhoekData package for "Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection", published in ICSE 2024, with updates from Artifact Evaluation.
Paper link: https://www.computer.org/csdl/proceedings-article/icse/2024/021700a166/1RLIWqviwEM
See Github repo for updates: https://github.com/ISU-PAAL/DeepDFA
Data dictionary:
- before.zip: CFGs of Big-Vul dataset, generated by Joern.
- preprocessed_data.zip: preprocessed data from Big-Vul for running DeepDFA, including preprocessed Joern CFGs and abstract dataflow embeddings.
- DeepDFA-code.zip: most recent version of the code as of the publication of this artifact, see Github repo for updates: https://github.com/ISU-PAAL/DeepDFA
- MSR_data_cleaned.csv: original Big-Vul dataset, see original source: https://github.com/ZeoVan/MSR_20_Code_vulnerability_CSV_Dataset
- MSR_LineVul: LineVul's preprocessed version of the Big-Vul dataset, see original source: https://github.com/awsm-research/LineVul
Changelog:
- v1 2023-09-20: original data package and Github repo published.
- v2 2024-01-04: added full instructions and bug fixes for Artifact Evaluation.
- v3 2024-01-10: integrated feedback from Artifact Evaluation.
