3 papers
math.PR2026
A Finite-Entropy Criterion for the Entropic Conditional Central Limit Theorem
Tong Ye, Liu-Quan Yao, Shuai Yuan +1
We prove a finite-entropy criterion for the entropic conditional central limit theorem. Let be independent copies of a pair , and set $W_n=n^{-1/2}\sum…
cs.LG2025
HGAN-SDEs: Learning Neural Stochastic Differential Equations with Hermite-Guided Adversarial Training
Yuanjian Xu, Yuan Shuai, Jianing Hao +1
Neural Stochastic Differential Equations (Neural SDEs) provide a principled framework for modeling continuous-time stochastic processes and have been widely adopted in fields rangi…
cs.IT2025
Semantic Rate-Distortion Theory with Applications
Yi-Qun Zhao, Zhi-Ming Ma, Geoffrey Ye Li +3
Artificial intelligence (AI) is ushering in a new era for communication. As a result, the establishment of a semantic communication framework is putting on the agenda. Based on a r…