This repository contains the code to reproduce the results of the paper "Modeling Patterns for Neural-Symbolic Reasoning Using Energy-based Models" presented at AAAI-MAKE 2024.

Each directory contains the code to reproduce the results on the corresponding dataset.

• citation_network: Not included.
• visual_sudoku: Visual sudoku digit classification dataset with a fully solve puzzle.
• visual_sudoku_solving: Visual sudoku digit classification dataset with a partially solved puzzle.
• logical_deduction: Logical deduction dataset.

To install the required python packages run the following command:

pip install -r requirements.txt

Every experiment also expects to have NeuPSL installed. Follow the instructions in the NeuPSL repository to install NeuPSL.