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 |
|---|---|---|---|---|
| 1,782 | PG-Schema: Schemas for Property Graphs | 2023 | SIGMOD | 0.00010557905 |
| 9,036 | Transforming RDF Graphs to Property Graphs using Standardized Schemas | 2024 | SIGMOD | 4.3997447e-05 |
| 9,676 | Schema-Based Query Optimisation for Graph Databases | 2025 | SIGMOD | 4.3006524e-05 |
| 9,791 | A Modular Graph-Native Query Optimization Framework | 2025 | SIGMOD | 4.2777144e-05 |
| 10,238 | TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics | 2026 | VLDB | 4.1905499e-05 |
| 10,529 | LICS: Towards Theory-Informed Effective Visual Abstraction of Property Graph Schemas | 2025 | SIGMOD | 4.1905499e-05 |
| 10,843 | Property Graph Standards: State of the Art & Open Challenges | 2025 | VLDB | 4.1905499e-05 |
| 10,864 | Exploring Exploratory Querying | 2025 | VLDB | 4.1905499e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 327 | The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing | 2018 | VLDB | 0.00027312381 |
| 530 | The LDBC Social Network Benchmark: Interactive Workload | 2015 | SIGMOD | 0.00020823189 |
| 6,619 | DBLOC: Density Based Clustering over LOCation Based Services | 2018 | SIGMOD | 4.9863625e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,849 | Versatile Property Graph Transformations | 2025 | VLDB | 4.1905499e-05 |
| 9,886 | Graph Exploration: From Users to Large Graphs | 2017 | SIGMOD | 4.2580321e-05 |
| 5,538 | Data-Driven Domain Discovery for Structured Datasets | 2020 | VLDB | 5.4520759e-05 |
| 53 | DISCOVER: Keyword Search in Relational Databases | 2002 | VLDB | 0.00065993143 |
| 9,036 | Transforming RDF Graphs to Property Graphs using Standardized Schemas | 2024 | SIGMOD | 4.3997447e-05 |
| 11,098 | DTGraph: Declarative Transformations of Property Graphs | 2024 | VLDB | 4.1905499e-05 |
| 7,283 | Discovering Association Rules from Big Graphs | 2022 | VLDB | 4.7716465e-05 |
| 11,882 | Graph-based Exploration of Non-graph Datasets | 2016 | VLDB | 4.1905499e-05 |
| 1,782 | PG-Schema: Schemas for Property Graphs | 2023 | SIGMOD | 0.00010557905 |
| 3,429 | Discovering Topical Structures of Databases | 2008 | SIGMOD | 7.0996766e-05 |