English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

PGMax is an open-source Python package for (a) easily specifying discreteProbabilistic Graphical Models (PGMs) as factor graphs; and (b) automaticallyrunning efficient and scalable loopy belief propagation (LBP) in JAX. PGMaxsupports general factor graphs with tractable factors, and leverages modernaccelerators like GPUs for inference. Compared with existing alternatives,PGMax obtains higher-quality inference results with up to threeorders-of-magnitude inference time speedups. PGMax additionally interactsseamlessly with the rapidly growing JAX ecosystem, opening up new researchpossibilities. Our source code, examples and documentation are available athttps://github.com/deepmind/PGMax.

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