Machine Learning the Entropy to Estimate Free Energy Differences without Sampling Transitions

Yamin Ben-Shimon, Barak Hirshberg, Yohai Bar-Sinai

Thermodynamic phase transitions, a central concept in physics and chemistry, are typically controlled by an interplay of enthalpic and entropic contributions. In most cases, the es…