Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs

Marek Petrik, Reazul Hasan Russel

Feb-13-2026, 19:37:58 GMT–Neural Information Processing Systems

Neural Information Processing Systems http://nips.cc/

ambiguity, transition probability, value function, (11 more...)

Neural Information Processing Systems

Feb-13-2026, 19:37:58 GMT

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Country:
- Europe > United Kingdom
  - England > Cambridgeshire > Cambridge (0.04)
- North America
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  - United States > New Hampshire (0.04)

Technology:
- Information Technology
  - Artificial Intelligence
    - Machine Learning
      - Learning Graphical Models > Directed Networks
        Bayesian Learning (0.69)
      - Reinforcement Learning (0.70)
    - Representation & Reasoning > Uncertainty
      - Bayesian Inference (0.47)
  - Data Science (0.97)

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Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs

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