A new and more modularized implementation can be found at here
Official implementation of Query2box: Reasoning over Knowledge Graphs in Vector Space Using Box Embeddings.
Hongyu Ren*, Weihua Hu*, Jure Leskovec, ICLR 2020.
torch==1.2.0
tensorboadX==1.6
To reproduce the results on FB15k, FB15k-237 and NELL, the hyperparameters are set in example.sh.
bash example.sh
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 hyren@cs.stanford.edu if you have any questions. This code also borrows from RotatE.