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Jianqiang Cheng

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Preprint Jul 2026

Distributionally Robust Optimization via Targeted Integral Probability Metrics for General Data Processes

This work derives exact infinite-dimensional dual reformulations, establishes out-of-sample and excess-risk guarantees, and develops a conservative Monte Carlo approximation scheme with convergence and suboptimality guarantees for piecewise affine losses.

L. Fang, Jianqiang Cheng, G. A. Hanasusanto et al. · 0 citations

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