DiscoPG: Property Graph Schema Discovery and Exploration
Summary: DiscoPG discovers property graph schemas via clustering with Gaussian Mixture Models on labels/properties. First system for property-graph schema discovery; supports static/dynamic graphs, dashboards for evolving schemas and clustering quality. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Angela Bonifati
- 2. Stefania Dumbrava
- 3. Emile Martinez
- 4. Fatemeh Ghasemi
- 5. Malo Jaffré
- 6. Pacôme Luton
- 7. Thomas Pickles
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,785 | PG-Schema: Schemas for Property Graphs | 2023 | SIGMOD | 0.00010560236 |
| 9,034 | Transforming RDF Graphs to Property Graphs using Standardized Schemas | 2024 | SIGMOD | 4.4039656e-05 |
| 9,676 | Schema-Based Query Optimisation for Graph Databases | 2025 | SIGMOD | 4.3047774e-05 |
| 9,788 | A Modular Graph-Native Query Optimization Framework | 2025 | SIGMOD | 4.2818172e-05 |
| 10,238 | TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics | 2026 | VLDB | 4.1945683e-05 |
| 10,520 | LICS: Towards Theory-Informed Effective Visual Abstraction of Property Graph Schemas | 2025 | SIGMOD | 4.1945683e-05 |
| 10,839 | Property Graph Standards: State of the Art & Open Challenges | 2025 | VLDB | 4.1945683e-05 |
| 10,860 | Exploring Exploratory Querying | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 331 | The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing | 2018 | VLDB | 0.00027214222 |
| 536 | The LDBC Social Network Benchmark: Interactive Workload | 2015 | SIGMOD | 0.00020722862 |
| 6,622 | DBLOC: Density Based Clustering over LOCation Based Services | 2018 | SIGMOD | 4.9898498e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,845 | Versatile Property Graph Transformations | 2025 | VLDB | 4.1945683e-05 |
| 9,887 | Graph Exploration: From Users to Large Graphs | 2017 | SIGMOD | 4.2621158e-05 |
| 5,529 | Data-Driven Domain Discovery for Structured Datasets | 2020 | VLDB | 5.4566641e-05 |
| 54 | DISCOVER: Keyword Search in Relational Databases | 2002 | VLDB | 0.00066047203 |
| 9,034 | Transforming RDF Graphs to Property Graphs using Standardized Schemas | 2024 | SIGMOD | 4.4039656e-05 |
| 11,095 | DTGraph: Declarative Transformations of Property Graphs | 2024 | VLDB | 4.1945683e-05 |
| 7,287 | Discovering Association Rules from Big Graphs | 2022 | VLDB | 4.7762276e-05 |
| 11,874 | Graph-based Exploration of Non-graph Datasets | 2016 | VLDB | 4.1945683e-05 |
| 1,785 | PG-Schema: Schemas for Property Graphs | 2023 | SIGMOD | 0.00010560236 |
| 3,426 | Discovering Topical Structures of Databases | 2008 | SIGMOD | 7.1063105e-05 |