Learning Markov Random Fields for Combinatorial Structures via Sampling through Lovász Local Lemma

Nan Jiang, Yi Gu, Yexiang Xue

Learning to generate complex combinatorial structures satisfying constraints will have transformative impacts in many application domains. However, it is beyond the capabilities of…