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stat.ML2026
Harnessing Unimodality in Semiparametric Contextual Pricing via Oracle Price Map Learning
Yingying Fan, Yuxuan Han, Jinchi Lv +2
We study contextual dynamic pricing in a semiparametric scalar-index valuation model where the latent value is , with an unknown utility map a…
stat.ML2025
Asymptotic FDR Control with Model-X Knockoffs: Is Moments Matching Sufficient?
Yingying Fan, Lan Gao, Jinchi Lv +1
We propose a unified theoretical framework for studying the robustness of the model-X knockoffs framework by investigating the asymptotic false discovery rate (FDR) control of the…
stat.ML2024
Allocation Stability and Wald Inference under Variance-Aware UCB
Yingying Fan, Yuxuan Han, Jinchi Lv +2
Allocation stability is often used to justify Gaussian inference from bandit data, but when is it necessary? In this paper, we address this question for a two-armed, fixed-horizon…