86 citations · 93 across the 4 of their papers we have counts for
4 papers
Stochastic Thermodynamics of Score Matching in Diffusion Models
Xuehao Ding, H. T. Quan, Yuhai Tu
Score-based diffusion models are a powerful class of generative AI systems capable of sampling from complex, high-dimensional probability distributions. Their dynamics consist of a…
Local Label Propagation for Large-Scale Semi-Supervised Learning
Chengxu Zhuang, Xuehao Ding, Divyanshu Murli +1
A significant issue in training deep neural networks to solve supervised learning tasks is the need for large numbers of labelled datapoints. The goal of semi-supervised learning i…
Measurement driven single temperature engine
Xuehao Ding, Juyeon Yi, Yong Woon Kim +1
A four stroke quantum engine which alternately interacts with a measurement apparatus and a single heat bath is discussed in detail with respect to the average work and heat as wel…
Fluctuation Theorems Containing Information for Autonomous Maxwell's Demon-assisted Machines
Xuehao Ding, H. T. Quan
In this article, we introduce two kinds of Fluctuation Theorems (FT) containing information for autonomous Maxwell's demon-assisted machines. Using Jensen's Inequality, we obtain L…