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
Authors
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,188 | word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data | 2020 | PODS | 0.00013431099 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010111859 |
| 3,469 | Deep Learning for Blocking in Entity Matching: A Design Space Exploration | 2021 | VLDB | 7.0629476e-05 |
| 8,862 | TabEE: Tabular Embeddings Explanations | 2024 | SIGMOD | 4.4289485e-05 |
| 9,266 | SubTab: Data Exploration with Informative Sub-Tables | 2022 | SIGMOD | 4.3647764e-05 |
| 9,829 | Towards Autonomous, Hands-Free Data Exploration | 2020 | CIDR | 4.2710095e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 996 | FREDDY: Fast Word Embeddings in Database Systems | 2018 | SIGMOD | 0.00014729808 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,285 | Relational Deep Dive: Error-Aware Queries Over Unstructured Data | 2026 | VLDB | 4.1905499e-05 |
| 146 | Knowledge Discovery in Databases: An Attribute-Oriented Approach | 1992 | VLDB | 0.00041260875 |
| 11,555 | Toward Pure Natural Language Interaction with Databases | 2020 | CIDR | 4.1905499e-05 |
| 5,645 | Database Workload Characterization with Query Plan Encoders | 2022 | VLDB | 5.3928148e-05 |
| 6,606 | Explainable Security for Relational Databases | 2014 | SIGMOD | 4.9917624e-05 |
| 199 | Active Databases as a Paradigm for Enhanced Computing Environments | 1983 | VLDB | 0.00035058285 |
| 3,147 | Extracting and Analyzing Hidden Graphs from Relational Databases | 2017 | SIGMOD | 7.4825501e-05 |
| 1,506 | Summarizing Relational Databases | 2009 | VLDB | 0.0001159691 |
| 5,669 | Databases Unbound: Querying All of the World's Bytes with AI | 2024 | VLDB | 5.3805024e-05 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010111859 |