What are examples of applications of the tree decomposition of a graph?
An example of an application of the junction tree (or tree decomposition) of graph is described in the paper Junction Tree Variational Autoencoder for Molecular Graph Generation (2019), by Wengong Jin, Regina Barzilay and Tommi Jaakkola.