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L. Preuett

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#artificial intelligence Preprint Sep 2026

Reinforcement Learning under State and Outcome Uncertainty: A Foundational Distributional Perspective

Distributional Point-Based Value Iteration (DPBVI), which integrates psi-vectors into a standard point-based backup procedure-bridging DistRL and POMDP planning, lays the foundation for future risk-sensitive control in domains where rare, high-impact events must be carefully managed.

L. Preuett, Qiu-Yi Zhang, Muhammad Ahmad · 0 citations

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