/Meta_Abd

Primary LanguagePythonBSD 3-Clause "New" or "Revised" LicenseBSD-3-Clause

About

This repository contains the codes for $MetaAbd$, which is described in a paper published in IJCAI 2021:

  • Wang-Zhou Dai, Stephen Muggleton. Abductive Knowledge Induction from Raw Data. Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. pp. 1845-1851.

Requirement

The codes are only tested under Linux with following packages:

  • PyTorch 1.12.1 with cuda
  • Torchvision 0.13.1
  • SWI-Prolog 8.5.10

Running the codes

  1. MNIST cumulative sum:
    cd python; python -u run_sum.py
        
  2. MNIST cumulative product:
    cd python; python -u run_product.py
        

Author

Wang-Zhou Dai