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math.OC2026
Integrated Learning and Robust Optimization
Cheng Tan, Yuchen Mao, Shuming Wang +1
Many operational decisions require solving a linear program whose cost vector is unknown at decision time and must be predicted from contextual information. Because prediction and…
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…