Utility-Driven Graph Summarization
Summary: Introduces an iterative, utility-driven graph summarization framework that preserves a user-specified utility threshold while compressing graphs. Exhaustive and scalable algorithms enable utility-conditioned summaries, with real-world validation, showing speed, storage, privacy, and visualization benefits. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,761 | Efficient Graph Summarization using Weighted LSH at Billion-Scale | 2021 | SIGMOD | 5.9404527e-05 |
| 6,449 | Causal Data Integration | 2023 | VLDB | 5.0587746e-05 |
| 11,031 | Poligras: Policy-based Graph Summarization | 2024 | 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 |
|---|---|---|---|---|
| 388 | Graph Summarization with Bounded Error | 2008 | SIGMOD | 0.00024662272 |
| 435 | Efficient Aggregation for Graph Summarization | 2008 | SIGMOD | 0.00023260172 |
| 1,571 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.00011318916 |
| 5,961 | Generating Preview Tables for Entity Graphs | 2016 | SIGMOD | 5.2549663e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,985 | CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression | 2023 | SIGMOD | 4.8729387e-05 |
| 13,265 | The Power of Summarization in Graph Mining and Learning: Smaller Data, Faster Methods, More Interpretability | 2021 | VLDB | - |
| 7,955 | Query-Oriented Summarization of RDF Graphs | 2015 | VLDB | 4.613363e-05 |
| 2,607 | Graph Stream Summarization: From Big Bang to Big Crunch | 2016 | SIGMOD | 8.4630211e-05 |
| 10,964 | Graph Summarization: Compactness Meets Efficiency | 2024 | SIGMOD | 4.1945683e-05 |
| 6,210 | Summarizing Answer Graphs Induced by Keyword Queries | 2013 | VLDB | 5.1560547e-05 |
| 4,761 | Efficient Graph Summarization using Weighted LSH at Billion-Scale | 2021 | SIGMOD | 5.9404527e-05 |
| 388 | Graph Summarization with Bounded Error | 2008 | SIGMOD | 0.00024662272 |
| 435 | Efficient Aggregation for Graph Summarization | 2008 | SIGMOD | 0.00023260172 |
| 5,968 | Summarizing Static and Dynamic Big Graphs | 2017 | VLDB | 5.2503253e-05 |