This year's Workshop follows the successful 2019 Workshop on Tractable Probabilistic Models (TPM 2019), co-located with ICML 2019 in Long Beach, CA and it also builds on a long history of related workshops:
1st Workshop on INFERNING: Interactions between inference and learning (ICML 2012)
2nd Workshop on INFERNING: Interactions between inference and learning (ICML 2013)
LTPM: Learning Tractable Probabilistic Models (ICML 2014)
2nd Workshop on Tractable Probabilistic Modeling (ICML 2018)