1. Generalization Bounds in the Predict-then-Optimize Framework, with Othman El Balghiti, Adam N. Elmachtoub, and Ambuj Tewari, Mathematics of Operations Research, forthcoming.
2. Smart “Predict, then Optimize,” with Adam N. Elmachtoub, Management Science 68 (1), pp. 9-26, 2022.
3. Risk Bounds and Calibration for a Smart Predict-then-Optimize Method, with Heyuan Liu, Advances in Neural Information Processing Systems (NeurIPS) 34, 2021.
4. Joint Online Learning and Decision-making via Dual Mirror Descent, with Alfonso Lobos and Zheng Wen, Proceedings of the 38th International Conference on Machine Learning (ICML) PMLR 139:7080-7089, 2021.
5. A New Perspective on Boosting in Linear Regression via Subgradient Optimization and Relatives, with Robert M. Freund and Rahul Mazumder, The Annals of Statistics 45 (6), pp. 2328-2364, 2017.