For semiparametric contextual pricing with arbitrary covariates and bounded quantity feedback, a pilot-corrected layered policy achieves the minimax regret exponent (beta+1)/(2beta+1) without concavity, unimodality, or unique optimal prices.
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Minimax-Optimal Semiparametric Contextual Dynamic Pricing with Multimodal Revenue
For semiparametric contextual pricing with arbitrary covariates and bounded quantity feedback, a pilot-corrected layered policy achieves the minimax regret exponent (beta+1)/(2beta+1) without concavity, unimodality, or unique optimal prices.