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Adaptive Scenario Generation for KL-DRO Around a Learned Density Model

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Key Insights

  • Distributionally robust optimization (DRO) hedges data-driven two-stage stochastic programs against error in the distribution estimated from a finite record, and standard ambiguity sets differ in how.
Cite this synthesis DOI: 10.48550/arXiv.2610.40644 ↗
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@misc{ acaciamarkets-research-adaptive-scenario-generation-for-kl-dro-around-a-learned-den,
  title = { Adaptive Scenario Generation for KL-DRO Around a Learned Density Model },
  author = { Leszek },
  year = { 2026 },
  doi = { 10.48550/arXiv.2610.40644 },
  url = { http://arxiv.org/abs/2610.40644v1 },
  note = {Summarized and classified by AcaciaFund}
}
TY  - GEN
TI  - Adaptive Scenario Generation for KL-DRO Around a Learned Density Model
AU  - Leszek
PY  - 2026
DO  - 10.48550/arXiv.2610.40644
UR  - http://arxiv.org/abs/2610.40644v1
ER  -

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Overview

Distributionally robust optimization (DRO) hedges data-driven two-stage stochastic programs against error in the distribution estimated from a finite record, and standard ambiguity sets differ in how

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