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Integrating Data Lake Tables

Summary: ALITE: first scalable system to compute Full Disjunction for integrating tables discovered from data lakes (via join/union/related-table search). Relaxes assumptions of identical attribute names, completeness (no nulls) and acyclic joins, empirically outperforms prior algorithms and supplies three real-data benchmarks. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13345
Venue
VLDB
Year
2023
Pagerank
5.867964e-05
Overall Rank
4,860 | 66.23%
DOI
10.14778/3574245.3574274

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
3,326 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.2148323e-05
5,283 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 5.5843052e-05
6,262 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 5.1300221e-05
9,405 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 4.3399748e-05
9,960 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 4.2254157e-05
10,109 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.1905499e-05
10,197 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.1905499e-05
10,519 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.1905499e-05
10,549 Discovering Approximate Inclusion Dependencies 2025 VLDB 4.1905499e-05
10,732 Suna: Scalable Causal Confounder Discovery over Relational Data 2025 VLDB 4.1905499e-05
10,759 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 4.1905499e-05
10,760 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 4.1905499e-05
10,954 Determining the Largest Overlap between Tables 2024 SIGMOD 4.1905499e-05
11,066 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
7 Extending the Data Base Relational Model to Capture More Meaning 1979 SIGMOD 0.0015464728
304 Generic Schema Matching with Cupid 2001 VLDB 0.00028282278
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
365 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00025616694
383 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00024802484
514 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00021280726
519 Data Integration for the Relational Web 2009 VLDB 0.00021148006
814 Finding Related Tables 2012 SIGMOD 0.00016298739
915 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00015362622
936 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015197838
1,034 Outerjoins as Disjunctions 1994 SIGMOD 0.00014532543
1,179 Table Union Search on Open Data 2018 VLDB 0.00013458551
1,185 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013432692
1,643 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011031534
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
2,513 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 8.6155767e-05
2,737 Open Data Integration 2018 VLDB 8.2053894e-05
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
2,972 Integrating Information by Outerjoins and Full Disjunctions (Extended Abstract) 1996 PODS 7.7933514e-05
3,001 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 7.739698e-05
3,738 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 6.8006812e-05
3,798 Stitching Web Tables for Improving Matching Quality 2017 VLDB 6.753528e-05
3,826 Automatic Discovery of Attributes in Relational Databases 2011 SIGMOD 6.7204879e-05
4,802 CLAMS: Bringing Quality to Data Lakes 2016 SIGMOD 5.9064959e-05
5,137 Full Disjunctions: Polynomial-Delay Iterators in Action 2006 VLDB 5.6653126e-05
5,793 Interactive Navigation of Open Data Linkages 2017 VLDB 5.3240605e-05
6,432 RONIN: Data Lake Exploration 2021 VLDB 5.0571585e-05
7,614 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 4.6916018e-05
8,076 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 4.587923e-05
9,512 Computing Full Disjunctions 2003 PODS 4.3299485e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,738 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 6.8006812e-05
11,314 Amalur: Next-generation Data Integration in Data Lakes 2022 CIDR 4.1905499e-05
1,185 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013432692
3,326 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.2148323e-05
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
1,179 Table Union Search on Open Data 2018 VLDB 0.00013458551
10,197 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.1905499e-05
1,643 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011031534
11,066 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.1905499e-05
8,121 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 4.5771143e-05