JMLR'PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX', by Guangyao Zhou et al.
http://jmlr.org/papers/v25/23-1010.html
#probabilistic #pgmax #pgms
antonio vergaritl;dr: classical #PGMs can be compiled into #circuits #PCs and then #overparameterized to increase #expressiveness but retaining #tractability.
A gentle introduction for #probabilistic and #PGM folks is this paper https://web.cs.ucla.edu/~guyvdb/papers/ProbCirc20.pdf
A companion #video #tutorial is here https://www.youtube.com/watch?v=2RAG5-L9R70
I will do a new version of this tutorial with YooJung Choi and Robert Peharz at #NeurIPS2022 in a month!
Showing latest advancements in #reliable #inference with #PCs!