- Markov Logic [Domingos et. al.]
- Lifted First-Order Belief Propagation [Singla, Domingos ; 2008]

- Scaling-Up MAP and Marginal MAP Inference in Markov Logic [Somdeb Sarkhel ; 2016]
- Lifted MAP Inference for Markov Logic Networks [Sarkhel et. al. ; AISTATS 2014]
- Fast Lifted MAP Inference via Partitioning [Sarkhel, Singla, Gogate ; NIPS 2015]
- New Rules for Domain Independent Lifted MAP Inference [Mittal et. al. ; NIPS 2014]
- Lifted Inference Rules with Constraints [Mittal et. al. ; NIPS 2015]

- Discriminative Training of Markov Logic Networks [Singla, Domingos ; AAAI 2005]
- Efficient Weight Learning for Markov Logic Networks [Lowd, Domingos ; KDD 2007]
- Scalable Training of Markov Logic Networks Using Approximate Counting [Sarkhel et. al. ; AAAI 2016]