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Multivariate Rényi divergences characterise betting games with multiple lotteries
arXiv
Authors: Andrés F. Ducuara, Erkka Haapasalo, Ryo Takakura
Year
2026
Paper ID
3371
Status
Preprint
Abstract Read
~2 min
Abstract Words
273
Citations
N/A
Abstract
We provide an operational interpretation of the multivariate Rényi divergence in terms of economic-theoretic tasks based on betting, risk aversion, and multiple lotteries. We show that the multivariate Rényi divergence Dunderlineα\(vec{P}X\) of probability distributions vec{P}X =\(p(0\)X,dots,p(d)X) and real-valued orders underlineα = \(α0, dots, αd\) quantifies the economic-theoretic value that a rational agent assigns to d lotteries with odds o(k)X propto \(pX(k\))-1 $k=1,dots,d$ on a random event described by p(0)X. In particular, when the odds are fair and the rational agent maximises over all betting strategies, the economic-theoretic value (the isoelastic certainty equivalent) that the agent assigns to the lotteries is exactly given by wICE_{underline{R}}=exp\[Dunderlineα\(vec{P}X\)\], where underline{R}=\(R1,dots,Rd\) is a risk-aversion vector with Rk = 1+αk/α0 being the risk-aversion parameter for lottery k. Furthermore, we introduce a new conditional multivariate Rényi divergence that characterises a generalised scenario where the agent uses side information. We prove that this new quantity satisfies a data processing inequality which can be interpreted as the increment in the economic-theoretic value provided by side information; crucially, such a data processing inequality is a consequence of the agent's economic-theoretically consistent risk-averse attitude towards every lottery and vice versa. Finally, we apply these results to the resource theory of informative measurements in general probabilistic theories (GPTs). By establishing quantitative connections between information theory, physics, and economics, our framework provides a novel operational foundation for quantum state betting games with multiple lotteries in the realm of quantum resource theories.
Why This Paper Matters
- This paper contributes to the Quantum Foundations research area in the Quantum Articles archive.
- It adds a 2026 reference point for readers tracking recent quantum research.
- We provide an operational interpretation of the multivariate Rényi divergence in terms of economic-theoretic tasks based on betting, risk aversion, and multiple lotteries.
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