Giter VIP home page Giter VIP logo

query2box's Introduction

Query2box

Official implementation of Query2box: Reasoning over Knowledge Graphs in Vector Space Using Box Embeddings.

Hongyu Ren*, Weihua Hu*, Jure Leskovec, ICLR 2020.

Requirements

torch==1.2.0
tensorboadX==1.6

Run

To reproduce the results on FB15k, FB15k-237 and NELL, the hyperparameters are set in example.sh.

bash example.sh

Cite

Please consider cite our paper if you find the paper and the code useful.

@inproceedings{ren2020query2box,
  title={Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddings},
  author={Ren, Hongyu and Hu, Weihua and Leskovec, Jure},
  booktitle={International Conference on Learning Representations},
  year={2020},
  url={https://openreview.net/forum?id=BJgr4kSFDS},
}

Feel free to send email to [email protected] if you have any questions. This code also borrows from RotatE.

query2box's People

Contributors

hyren avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.