Publications

2026

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    Can LLMs Bridge Domain and Visualization? A Case Study on High-Dimension Data Visualization in Single-Cell Transcriptomics
    Qianwen Wang* , Xinyi Liu* , and Nils Gehlenborg
    IEEE Transactions on Visualization and Computer Graphics, 2026
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2024

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    Unveiling how examples shape visualization design outcomes
    Hannah K Bako , Xinyi Liu , Grace Ko , Hyemi Song , Leilani Battle , and Zhicheng Liu
    IEEE Transactions on Visualization and Computer Graphics, 2024
    PDF
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    Evaluating the semantic profiling abilities of llms for natural language utterances in data visualization
    Hannah K Bako , Arshnoor Bhutani , Xinyi Liu , Kwesi A Cobbina , and Zhicheng Liu
    In 2024 IEEE Visualization and Visual Analytics (VIS), 2024
    PDF
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    Creating an authoring tool for k-12 teachers to design ml-supported scientific inquiry learning
    Xiaofei Zhou , Jingwan Tang , Hanjia Lyu , Xinyi Liu , Zhenhao Zhang , Lichen Qin , Fiona Au , Advait Sarkar , and Zhen Bai
    In Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2024
    PDF

2022

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    Understanding how designers find and use data visualization examples
    Hannah K Bako , Xinyi Liu , Leilani Battle , and Zhicheng Liu
    IEEE Transactions on Visualization and Computer Graphics, 2022
    PDF