Extraction of Validating Shapes from very large Knowledge Graphs
Summary: QSE extracts validating shapes at web-scale using exact and approximate algorithms, computing support and confidence to surface reliable, informative constraints robust to noisy or incomplete KGs. First complete extractor for WikiData; 12× faster than prior work and removes up to 93% spurious shapes, cutting user-facing constraints by up to 100×. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kashif Rabbani
- 2. Matteo Lissandrini
- 3. Katja Hose
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,034 | Transforming RDF Graphs to Property Graphs using Standardized Schemas | 2024 | SIGMOD | 4.4039656e-05 |
| 11,033 | TIGER: Training Inductive Graph Neural Network for Large-scale Knowledge Graph Reasoning | 2024 | VLDB | 4.1945683e-05 |
| 11,070 | Efficient Validation of SHACL Shapes with Reasoning | 2024 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 3,923 | Magic Shapes for SHACL Validation | 2022 | VLDB | 6.6274198e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,676 | Schema-Based Query Optimisation for Graph Databases | 2025 | SIGMOD | 4.3047774e-05 |
| 9,175 | Efficient Exploration of Interesting Aggregates in RDF Graphs | 2021 | SIGMOD | 4.383548e-05 |
| 9,058 | Semantic SPARQL Similarity Search Over RDF Knowledge Graphs | 2016 | VLDB | 4.4039656e-05 |
| 2,319 | Expressive and Flexible Access to Web-Extracted Data: A Keyword-based Structured Query Language | 2010 | SIGMOD | 9.0387108e-05 |
| 2,283 | Knowledge-based Integrity Constraint Validation | 1986 | VLDB | 9.105984e-05 |
| 11,029 | Efficient and Reliable Estimation of Knowledge Graph Accuracy | 2024 | VLDB | 4.1945683e-05 |
| 8,422 | Deducing Certain Fixes to Graphs | 2019 | VLDB | 4.5167705e-05 |
| 3,320 | Schemaless and Structureless Graph Querying | 2014 | VLDB | 7.2249102e-05 |
| 3,923 | Magic Shapes for SHACL Validation | 2022 | VLDB | 6.6274198e-05 |
| 11,070 | Efficient Validation of SHACL Shapes with Reasoning | 2024 | VLDB | 4.1945683e-05 |