Autonomous Emergence of Hamiltonian in Deep Generative Models

Wenjie Xi, Wei-Qiang Chen

The unprecedented predictive success of deep generative models in complex many-body systems, such as AlphaFold 3, raises an epistemological question: do these networks merely memor…