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Quantum Proper Scoring Rules: Convex Duality, Bregman Risk, and the Coherence Gap
We generalize proper scoring rules to the quantum domain, replacing probability distributions with density operators. We define Quantum Value Functionals via convex generators and establish a duality theory yielding proper quantum scoring rules using McCarthy's tangent-plane construction. We derive
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