DataMagic: Transforming Tabular Data into Data Insight Video
Summary: DataMagic turns tabular data and natural-language queries into narrative insight videos via DVSpec, declaratively binding visuals and animations to data for fidelity and provenance. Its Generate-then-Orchestrate multi-agent pipeline optimizes coherent scenes and enables interactive, provenance-based Q&A. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Yupeng Xie (Hong Kong University of Science and Technology)
- 2. Chen Ma (China Unicom)
- 3. Zhenyang Wang (Hong Kong University of Science and Technology)
- 4. Liangwei Wang (Hong Kong University of Science and Technology)
- 5. Jiayi Zhu (Hong Kong University of Science and Technology)
- 6. Chuxuan Zeng (China Unicom)
- 7. Zhouan Shen (Hong Kong University of Science and Technology)
- 8. Boyan Li (Hong Kong University of Science and Technology)
- 9. Yuyu Luo (Hong Kong University of Science and Technology)
BibTeX Citation
@article{xie_vldb26,
title = {{DataMagic: Transforming Tabular Data into Data Insight Video}},
author = {Xie, Yupeng and Ma, Chen and Wang, Zhenyang and Wang, Liangwei and Zhu, Jiayi and Zeng, Chuxuan and Shen, Zhouan and Li, Boyan and Luo, Yuyu},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {12},
pages = {4526--4529},
doi = {10.14778/3827998.3828057},
url = {https://doi.org/10.14778/3827998.3828057},
year = {2026}
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 395 | SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics | 2015 | VLDB | 0.00019165452 |
| 924 | Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System | 2017 | VLDB | 0.00013057136 |
| 5,495 | HAIChart: Human and AI Paired Visualization System | 2024 | VLDB | 6.1056297e-05 |
| 6,636 | Physical Visualization Design: Decoupling Interface and System Design | 2025 | SIGMOD | 5.7262507e-05 |
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