Toolboxes & Code Repositories

DeepProbLog

Deep Learning and Probabilistic Logic Programming

Visual of deep learning
Description:

DeepProbLog is an extension of ProbLog that integrates Probabilistic Logic Programming with deep learning by introducing the neural predicate. The neural predicate represents probabilistic facts whose probabilites are parameterized by neural networks. For more information, consult the papers listed below.

More Information:

  • Originates from the AI-Driven Data Science research challenge (FAIR 2019–2023).

  • Responsible Research Lead: Luc De Raedt

  • Authors: Robin Manhaeve

  • Programming Language: Python

  • Link to the repository

  • Categories: Probabilistic programming, supervised learning, networks and graphs, relational databases, images

Publications:

  • They can be found here