2 papers
cond-mat.stat-mech2026
Stochastic Thermodynamics and SDE-based Generative Models
Yaowen Zhang
SDE-based generative models, including diffusion models and the Schrödinger bridge, have found broad applications in signal processing tasks such as speech enhancement, image rest…
cond-mat.stat-mech2025★ 1 cited
Deep generative modelling of canonical ensemble with differentiable thermal properties
Shuo-Hui Li, Yao-Wen Zhang, Ding Pan
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 c…