3 papers
math-ph2026
A study of path measures based on second-order Hamilton--Jacobi equations and their applications in stochastic thermodynamics
Jianyu Hu, Qiao Huang, Yuanfei Huang +1
This paper provides a systematic investigation of the mathematical structure of path measures and their profound connections to stochastic differential equations (SDEs) through the…
math.OC2025
A kernel-based stochastic approximation framework for contextual optimization
Hao Cao, Jian-Qiang Hu, Jiaqiao Hu
We present a kernel-based stochastic approximation (KBSA) framework for solving contextual stochastic optimization problems with differentiable objective functions. The framework o…
stat.CO2025
Black-box Optimization with Simultaneous Statistical Inference for Optimal Performance
Teng Lian, Jian-Qiang Hu, Yuhang Wu +1
Black-box optimization is often encountered for decision-making in complex systems management, where the knowledge of system is limited. Under these circumstances, it is essential…