To address this challenge, we propose the framework Lambda for dangling detection and entity alignment.

The ability of machine learning to generate structured objects has progressed dramatically in the lastfewyears.

The advantage of the DAG formalism comes at generation time.

Wecanbreakupthese developments into two connected goals: G1.Learning strong generative models of molecules that can beused tosample novelmolecules, fordownstream screening and scoring tasks; and G2.