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Deng-Hui Zhang

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EXPRESS: Let Clickstream Talk: A Graph Neural Network Approach to Sales Forecasting

This paper proposes ForecastClickGraph, a deep learning framework that extracts cross-product relationships and demand information from clickstream data for probabilistic sales forecasting. ForecastClickGraph models stages in consumer shopping journeys as a dynamic graph, where nodes represent individual product-stag...

Rong Liu, Zi-Han Chen, Deng-Hui Zhang et al. · 0 citations
Book Open access Aug 2026

Evidencing LLM Misuse: A Hands-on Forensic Tutorial on Copyright Infringement and Plagiarism Detection

Large Language Models (LLMs) introduce serious risks of content misuse, spanning copyright infringement in the legal domain and plagiarism in the ethical and academic domain. Although prior work has studied these risks, researchers and practitioners still need practical ways to audit, interpret, and evidence them. This...

Deng-Hui Zhang, Guangwei Zhang, Dongwon Lee · 0 citations

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