Giter Site home page Giter Site logo

explanation-vulnerability-detector's Introduction

Explanation-Vulnerability-Detector

This repo is a python implementation of ...

Requirements

Required Packages

  • python3 or above
  • TensorFlow 2.0 or above
  • sklearn for model evaluation

Run the following script to install the required packages.

pip install --upgrade pip
pip install --upgrade tensorflow
pip install scikit-learn

Required Dataset

source code

Dataset structure in this project

Here, we present the dataset structure in our project.

${Explanation-Vulnerability-Detector}
├── 
│   ├── 
│   ├── 
│   └── 
└── 
    ├── 
    ├── 
    └── 

Note:

Running Project

Examples:

References

  1. Smart Contract Vulnerability Detection Using Graph Neural Networks. IJCAI 2020. GNNSCVulDetector.
@inproceedings{ijcai2020-454,
  title     = {Smart Contract Vulnerability Detection using Graph Neural Network},
  author    = {Zhuang, Yuan and Liu, Zhenguang and Qian, Peng and Liu, Qi and Wang, Xiang and He, Qinming},
  booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
               Artificial Intelligence, {IJCAI-20}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization}, 
  pages     = {3283--3290},
  year      = {2020},
}

  1. Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection. TKDE(Under Review). GPSCVulDetector.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.