Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection

Data 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/2024/021700a166/1RLIWqviwEMSee Github repo for updates: https://github.com/ISU-PAAL/DeepDFAData 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/DeepDFAMSR_data_cleaned.csv: original Big-Vul dataset, see original source: https://github.com/ZeoVan/MSR_20_Code_vulnerability_CSV_DatasetMSR_LineVul: LineVul's preprocessed version of the Big-Vul dataset, see original source: https://github.com/awsm-research/LineVulChangelog: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.

数据包专为《受数据流分析启发的高效漏洞检测的深度学习》一文提供，该文发表于2024年国际软件工程会议（ICSE），并包含来自工件评估的更新。论文链接：https://www.computer.org/csdl/proceedings-article/icse/2024/021700a166/1RLIWqviwEM
查看Github仓库以获取更新：https://github.com/ISU-PAAL/DeepDFA
数据字典：
before.zip：Big-Vul数据集的控制流图（CFGs），由Joern生成。
preprocessed_data.zip：Big-Vul数据集的预处理数据，用于运行DeepDFA，包括预处理后的Joern CFGs和抽象数据流嵌入。
DeepDFA-code.zip：截至工件发布时最新的代码版本，更新请见Github仓库：https://github.com/ISU-PAAL/DeepDFAMSR_data_cleaned.csv：原始Big-Vul数据集，原始来源请见：https://github.com/ZeoVan/MSR_20_Code_vulnerability_CSV_Dataset
MSR_LineVul：LineVul对Big-Vul数据集的预处理版本，原始来源请见：https://github.com/awsm-research/LineVul
变更日志：
v1 2023-09-20：发布原始数据包及Github仓库。
v2 2024-01-04：为工件评估添加了完整指令和错误修复。
v3 2024-01-10：整合了工件评估的反馈。