Author

Huan Xu

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Preprint Aug 2026

Integrated Learning and Robust Optimization

This work proposes an integrated learning and robust optimization (ILRO) framework, where a robust decision problem is used both to define the training problem (termed the RSPO loss problem), and to produce the deployed decision, which achieves both robustness and learning-decision alignment.

Chengpeng Tan, Yu-Chen Mao, Shu-Ming Wang et al. · 0 citations