"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 2025poster

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

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

NeurIPS 2025posterarXiv:2510.18215
1
citations

Robust Data-driven Prescriptiveness Optimization

Mehran Poursoltani, Erick Delage, Angelos Georghiou

ICML 2024posterarXiv:2306.05937