"data-driven optimization" Papers

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Improved Confidence Regions and Optimal Algorithms for Online and Offline Linear MNL Bandits

Yuxuan Han, Jose Blanchet, Zhengyuan Zhou

NEURIPS 2025

The Bias-Variance Tradeoff in Data-Driven Optimization: A Local Misspecification Perspective

Haixiang Lan, Luofeng Liao, Adam N. Elmachtoub et al.

NEURIPS 2025arXiv:2510.18215
2
citations

Robust Data-driven Prescriptiveness Optimization

Mehran Poursoltani, Erick Delage, Angelos Georghiou

ICML 2024arXiv:2306.05937
2
citations