Search Results for author: Zhongze Cai

Found 3 papers, 1 papers with code

Towards Better Statistical Understanding of Watermarking LLMs

1 code implementation19 Mar 2024 Zhongze Cai, Shang Liu, Hanzhao Wang, Huaiyang Zhong, Xiaocheng Li

We consider the trade-off between model distortion and detection ability and formulate it as a constrained optimization problem based on the green-red algorithm of Kirchenbauer et al. (2023a).

A Neural Network Based Choice Model for Assortment Optimization

no code implementations10 Aug 2023 Hanzhao Wang, Zhongze Cai, Xiaocheng Li, Kalyan Talluri

Discrete-choice models are used in economics, marketing and revenue management to predict customer purchase probabilities, say as a function of prices and other features of the offered assortment.

Discrete Choice Models Marketing

Deep Learning for Choice Modeling

no code implementations19 Aug 2022 Zhongze Cai, Hanzhao Wang, Kalyan Talluri, Xiaocheng Li

Choice modeling has been a central topic in the study of individual preference or utility across many fields including economics, marketing, operations research, and psychology.

Marketing

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