LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes
Summary: LakeCompass is an end-to-end data-lake system combining table maintenance with indexed keyword, joinable, and unionable search. It iteratively integrates discovered tables to improve downstream ML, exposed through Python APIs and a Web interface. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Chengliang Chai (Beijing Institute of Technology)
- 2. Yuhao Deng (Beijing Institute of Technology)
- 3. Yutong Zhan (Beijing Institute of Technology)
- 4. Ziqi Cao (Beijing Institute of Technology)
- 5. Yuanfang Zhang (Beijing Institute of Technology)
- 6. Lei Cao (Massachusetts Institute of Technology; University of Arizona)
- 7. Yuping Wang (Beijing Institute of Technology)
- 8. Zhiwei Zhang (Beijing Institute of Technology)
- 9. Ye Yuan (Beijing Institute of Technology)
- 10. Guoren Wang (Beijing Institute of Technology)
- 11. Nan Tang (Hong Kong University of Science and Technology)
BibTeX Citation
@article{chai_vldb24,
title = {{LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes}},
author = {Chai, Chengliang and Deng, Yuhao and Zhan, Yutong and Cao, Ziqi and Zhang, Yuanfang and Cao, Lei and Wang, Yuping and Zhang, Zhiwei and Yuan, Ye and Wang, Guoren and Tang, Nan},
journal = {PVLDB},
series = {{VLDB} '24},
volume = {17},
number = {12},
pages = {4381--4384},
doi = {10.14778/3685800.3685880},
url = {https://doi.org/10.14778/3685800.3685880},
year = {2024}
}
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,390 | AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction | 2026 | SIGMOD | 5.093636e-05 |
| 11,050 | TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery | 2025 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,071 | Data Lakes Empowered by Knowledge Graph Technologies | 2021 | SIGMOD |
| 2 | 10,486 | Qualitative Join Discovery in Data Lakes using Examples | 2026 | SIGMOD |
| 3 | 11,062 | Data Discovery in Data Lakes: Operations, Indexes, Systems | 2025 | VLDB |
| 4 | 7,572 | Cross Modal Data Discovery over Structured and Unstructured Data Lakes | 2023 | VLDB |
| 5 | 11,270 | Searching Data Lakes for Nested and Joined Data | 2024 | VLDB |
| 6 | 10,933 | LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes | 2025 | VLDB |
| 7 | 3,015 | Organizing Data Lakes for Navigation | 2020 | SIGMOD |
| 8 | 1,303 | Finding Related Tables in Data Lakes for Interactive Data Science | 2020 | SIGMOD |
| 9 | 2,192 | Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning | 2023 | VLDB |
| 10 | 7,893 | LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes | 2024 | VLDB |