arXiv AI By Xueping Gong, Zhuoluo Zhang, Zhaowei Miao, Jiheng Zhang

Minimax-Optimal Semiparametric Contextual Dynamic Pricing with Multimodal Revenue

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arXiv:2608. 03142v1 Announce Type: cross Abstract: We study contextual dynamic pricing with arbitrary covariate sequences and bounded, possibly nonbinary purchase quantities.

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arXiv Machine Learning
Jun 3

Resource-Constrained Adaptive Inference for Sequential Pricing

arXiv:2606. 03736v1 Announce Type: cross Abstract: Resource-constrained pricing controllers can make fixed-price inference impossible: the controller's resource state may remove the target price neighborhood from the feasible set, even when every realized action has a known positive density.

By Ruicheng Ao, Jiashuo Jiang, David Simchi-Levi