NewsrampJul 28, 2025
Platinum Group Metals set for major market comeback. Experts predict bullish trend driven by emerging investment opportunities and strategic market conditions. #PGMs #Investing
JMLRJan 11, 2025

'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

PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX

Show threadantonio vergariNov 9, 2022

@emtiyaz @mathieualain

tl;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!