Finding What You’re Looking For: A Distribution-Aware Dataset Search Engine in Action
Summary: End-to-end distribution-aware dataset search over decentralized, metadata-only repositories. Introduces Dataset Query Language and a distribution-aware index with percentile predicates for efficient, flexible search without raw data; validated on 150k Kaggle dataset profiles. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Authors
- 1. Lennart Behme (Berlin Institute for the Foundations of Learning and Data; Technical University of Berlin)
- 2. Leonard Geißler (Technical University of Berlin)
- 3. Pratham Agrawal (Indian Institute of Technology Delhi)
- 4. Emil Badura (Technical University of Berlin)
- 5. Benjamin Ueber (Technical University of Berlin)
- 6. Kaustubh Beedkar (Indian Institute of Technology Delhi)
- 7. Volker Markl (Berlin Institute for the Foundations of Learning and Data; German National Research Center for Information Technology; Technical University of Berlin)
BibTeX Citation
@inproceedings{behme_sigmod25,
title = {{Finding What You’re Looking For: A Distribution-Aware Dataset Search Engine in Action}},
author = {Behme, Lennart and Geißler, Leonard and Agrawal, Pratham and Badura, Emil and Ueber, Benjamin and Beedkar, Kaustubh and Markl, Volker},
series = {{SIGMOD} '25},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3722212.3725104},
url = {https://dl.acm.org/doi/10.1145/3722212.3725104},
year = {2025}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,339 | Aegis: A Correlation-Based Data Masking Advisor for Data-Sharing Ecosystems | 2026 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,447 | Auctus: A Dataset Search Engine for Data Discovery and Augmentation | 2021 | VLDB | 0.00010760327 |
| 5,300 | Towards Distribution-aware Query Answering in Data Markets | 2022 | VLDB | 6.2751506e-05 |
| 10,080 | Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search | 2024 | VLDB | 5.158939e-05 |
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