# Lifted Weight Learning of Markov Logic Networks Revisited

arXiv: https://arxiv.org/abs/1903.03099 · HTML: https://mlsanity.com/paper/1903.03099/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 7 Mar 2019.

## Built on by (most cited first, 1 of 1)

- [On Projectivity in Markov Logic Networks](https://mlsanity.com/paper/2204.04009/) (2022)

## Abstract (arXiv)

We study lifted weight learning of Markov logic networks. We show that there is an algorithm for maximum-likelihood learning of 2-variable Markov logic networks which runs in time polynomial in the domain size. Our results are based on existing lifted-inference algorithms and recent algorithmic results on computing maximum entropy distributions.