Hansheng Jiang

2 accepted papers

2025

Out-of-distribution Robust Optimization

Zhongze Cai, Hansheng Jiang, Xiaocheng Li

UAI 2025

In this paper, we consider the contextual robust optimization problem under an out-of-distribution setting. The contextual robust optimization problem considers a risk-sensitive objective function for an optimization problem with the presence of a context vector (also known as covariates or side inf

Cited by 0 Source ↗PDF ↗Scholar ↗

2024

Smoothness-Adaptive Dynamic Pricing with Nonparametric Demand Learning

Zeqi Ye, Hansheng Jiang

AISTATS 2024poster

We study the dynamic pricing problem where the demand function is nonparametric and Hölder smooth, and we focus on adaptivity to the unknown Hölder smoothness parameter $\beta$ of the demand function. Traditionally the optimal dynamic pricing algorithm heavily relies on the knowledge of $\beta$ to a…

Cited by 2 Source ↗PDF ↗Scholar ↗