2 papers
math.OC2026
Robust Out-of-Distribution Stochastic Optimization
Xianyu Li, Huan Xu, Xiaolin Huang +1
Data-driven decision-making under uncertainty typically presumes the collection of historical data from an unknown target probability distribution. However, one may have no access…
math.OC2024
Towards An Unsupervised Learning Scheme for Efficiently Solving Parameterized Mixed-Integer Programs
Shiyuan Qu, Fenglian Dong, Zhiwei Wei +1
In this paper, we describe a novel unsupervised learning scheme for accelerating the solution of a family of mixed integer programming (MIP) problems. Distinct substantially from e…