Houcai Shen

Doubly Robust Distributionally Robust Offline Contextual Pricing

Offline contextual pricing often relies on logged observational data, but faces challenges from distributional shifts between training and deployment environments. Distributionally robust optimization (DRO) provides a principled approach to off-policy evaluation and learning (OPE/L). However, existi…