LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes

Summary: LakeCompass: table discovery in uncurated data lakes using text+semantic embeddings and inverted/LSH/HNSW to support keyword, joinable/unionable search. Uses online evaluation and MAB-driven tuple/feature selection to assemble ML datasets. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13662
Venue: VLDB
Year: 2024
Pagerank: 4.7046388e-05
Overall Rank: 7,582 | 47.26%
DOI: 10.14778/3685800.3685880

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,100	AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction	2026	SIGMOD	4.1945683e-05
10,823	TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery	2025	VLDB	4.1945683e-05

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.

Rank	Cited Paper	Year	Venue	Pagerank
420	InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables	2012	SIGMOD	0.00023719065
1,187	JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes	2019	SIGMOD	0.00013443639
1,463	ARDA: Automatic Relational Data Augmentation for Machine Learning	2020	VLDB	0.00011869295
1,751	Auctus: A Dataset Search Engine for Data Discovery and Augmentation	2021	VLDB	0.00010683295
2,141	LSH Ensemble: Internet-Scale Domain Search	2016	VLDB	9.4542625e-05
2,836	Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning	2023	VLDB	8.0443826e-05
3,000	SANTOS: Relationship-based Semantic Table Union Search	2023	SIGMOD	7.7462128e-05
4,595	Juneau: Data Lake Management for Jupyter	2019	VLDB	6.060188e-05
5,381	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5399508e-05
8,116	LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes	2024	VLDB	4.581507e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
8,917	Data Lakes Empowered by Knowledge Graph Technologies	2021	SIGMOD	4.427232e-05
10,197	Qualitative Join Discovery in Data Lakes using Examples	2026	SIGMOD	4.1945683e-05
10,836	Data Discovery in Data Lakes: Operations, Indexes, Systems	2025	VLDB	4.1945683e-05
7,643	Cross Modal Data Discovery over Structured and Unstructured Data Lakes	2023	VLDB	4.6901105e-05
11,063	Searching Data Lakes for Nested and Joined Data	2024	VLDB	4.1945683e-05
10,685	LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes	2025	VLDB	4.1945683e-05
3,358	Organizing Data Lakes for Navigation	2020	SIGMOD	7.1784949e-05
1,644	Finding Related Tables in Data Lakes for Interactive Data Science	2020	SIGMOD	0.00011041787
2,836	Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning	2023	VLDB	8.0443826e-05
8,116	LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes	2024	VLDB	4.581507e-05