Fractal: A General-Purpose Graph Pattern Mining System
Summary: Fractal is a general-purpose distributed graph pattern mining system with auto-tuned, locality-aware load balancing via hierarchical work stealing. It uses a depth-first, from-scratch subgraph enumeration to reduce intermediate state and memory, plus a modular API for expressive GPM; it outperforms baselines on multiple workloads. (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 17 of 17 citing papers.
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Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019005923 |
| 557 | SystemML: Declarative Machine Learning on Spark | 2016 | VLDB | 0.00020197988 |
| 574 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB | 0.00019883211 |
| 582 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB | 0.00019723083 |
| 1,089 | GRAMI: Frequent Subgraph and Pattern Mining in a Single Large Graph | 2014 | VLDB | 0.00014157922 |
| 1,171 | Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs | 2014 | VLDB | 0.00013511313 |
| 1,500 | Parallel Subgraph Listing in a Large-Scale Graph | 2014 | SIGMOD | 0.00011674394 |
| 2,801 | Scalable Distributed Subgraph Enumeration | 2017 | VLDB | 8.0992955e-05 |
| 11,783 | Graph Data Mining with Arabesque | 2017 | SIGMOD | 4.1945683e-05 |
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