Graph Energy Matching: A Transport-Aligned Energy-Based Model for Graph Generation

This preprint introduces Graph Energy Matching (GEM), a novel generative modeling approach for discrete graph-structured data. GEM combines transport toward the data manifold with local energy-guided mixing, addressing challenges in molecular discovery and materials design. The m