Exploiting Latent Information in Relational Databases via Word Embedding and Application to Degrees of Disclosure
Summary: Textify relations and train word embeddings on database tokens to expose cross-attribute latent semantics (similarity, analogy, induction) to SQL via UDFs. Apply this cognitive DB for policy-driven degrees of disclosure and semantic sharing, noting engine-integration challenges and theoretical limits of embedding coding. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,190 | word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data | 2020 | PODS | 0.00013438056 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010109102 |
| 3,640 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB | 6.8891671e-05 |
| 8,862 | TabEE: Tabular Embeddings Explanations | 2024 | SIGMOD | 4.4331977e-05 |
| 9,262 | SubTab: Data Exploration with Informative Sub-Tables | 2022 | SIGMOD | 4.368964e-05 |
| 9,830 | Towards Autonomous, Hands-Free Data Exploration | 2020 | CIDR | 4.2751057e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,005 | FREDDY: Fast Word Embeddings in Database Systems | 2018 | SIGMOD | 0.00014692665 |
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| 146 | Knowledge Discovery in Databases: An Attribute-Oriented Approach | 1992 | VLDB | 0.00041315295 |
| 11,551 | Toward Pure Natural Language Interaction with Databases | 2020 | CIDR | 4.1945683e-05 |
| 5,637 | Database Workload Characterization with Query Plan Encoders | 2022 | VLDB | 5.3979505e-05 |
| 6,606 | Explainable Security for Relational Databases | 2014 | SIGMOD | 4.996456e-05 |
| 201 | Active Databases as a Paradigm for Enhanced Computing Environments | 1983 | VLDB | 0.00034943762 |
| 3,143 | Extracting and Analyzing Hidden Graphs from Relational Databases | 2017 | SIGMOD | 7.4804326e-05 |
| 1,510 | Summarizing Relational Databases | 2009 | VLDB | 0.00011606901 |
| 5,658 | Databases Unbound: Querying All of the World's Bytes with AI | 2024 | VLDB | 5.385675e-05 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010109102 |