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Boltzmann State-Dependent Rationality

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arxiv 2404.17725 v1 pith:VZMM3XRL submitted 2024-04-26 cs.AI cs.RO

classification cs.AIcs.RO
keywords betaboltzmannrationalitybehaviorcomputationallyconstantdesignsdiscusses
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abstract

This paper expands on existing learned models of human behavior via a measured step in structured irrationality. Specifically, by replacing the suboptimality constant $\beta$ in a Boltzmann rationality model with a function over states $\beta(s)$, we gain natural expressivity in a computationally tractable manner. This paper discusses relevant mathematical theory, sets up several experimental designs, presents limited preliminary results, and proposes future investigations.

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