2 papers
cs.LG2026
Generative Distributionally Robust Optimization
Ziwei Zhang, Jonathan Yu-Meng Li, Zhihao Jin
Generative models are increasingly adopted in distributionally robust optimization (DRO), but existing approaches trade off model compatibility and adversarial structure: methods t…
math.OC2026
Sampler-Robust Optimization under Generative Models
Ziwei Zhang, Jonathan Yu-Meng Li
Modern stochastic optimization pipelines increasingly rely on learned generative models to represent uncertainty, while downstream decisions are evaluated almost entirely through M…