Ding Pan

Deep Generative Modeling of the Canonical Ensemble with Differentiable Thermal Properties

2025 · Physical Review Letters

It is a long-standing challenge to accurately and efficiently compute thermodynamic quantities of many-body systems at thermal equilibrium. The conventional methods, e.g., Markov chain Monte Carlo, require many steps to equilibrate. The recently developed deep …