A Query Language Perspective on Graph Learning
Summary: Frames graph/relational representation learning as a query language mapping structures to vectors, unifying GNNs and relational encoders. Recasts expressive-power (distinguishability, approximation) results via this lens and outlines DB-centric research connecting query theory with graph ML. (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 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,663 | Inference-friendly Graph Compression for Graph Neural Networks | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 583 | FAQ: Questions Asked Frequently | 2016 | PODS | 0.00019717214 |
| 1,190 | word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data | 2020 | PODS | 0.00013438056 |
| 3,006 | On Functional Aggregate Queries with Additive Inequalities | 2019 | PODS | 7.7299363e-05 |
| 8,369 | Expressive Power of Linear Algebra Query Languages | 2021 | PODS | 4.534839e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,750 | Full-Power Graph Querying: State of the Art and Challenges | 2023 | VLDB | 4.456315e-05 |
| 3,320 | Schemaless and Structureless Graph Querying | 2014 | VLDB | 7.2249102e-05 |
| 5,792 | Querying in the Age of Graph Databases and Knowledge Graphs | 2021 | SIGMOD | 5.325937e-05 |
| 461 | Graphs-at-a-time: Query Language and Access Methods for Graph Databases | 2008 | SIGMOD | 0.00022499343 |
| 11,271 | A Tutorial on Visual Representations of Relational Queries | 2023 | VLDB | 4.1945683e-05 |
| 10,269 | Database Views as Explanations for Relational Deep Learning | 2026 | VLDB | 4.1945683e-05 |
| 7,713 | GQL and SQL/PGQ: Theoretical Models and Expressive Power | 2025 | VLDB | 4.6712228e-05 |
| 363 | A Graphical Query Language Supporting Recursion | 1987 | SIGMOD | 0.00025715157 |
| 1,037 | Querying Graph Databases | 2013 | PODS | 0.00014502493 |
| 10,843 | Machine Learning for Graph Data Management and Query Processing | 2025 | VLDB | 4.1945683e-05 |