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Parallel Subgraph Listing in a Large-Scale Graph

Summary: PSgL enables parallel subgraph listing via a traversal-based divide-and-conquer framework, avoiding expensive joins. Uses workload-balancing heuristics, automorphism breaking, and pruning with a light-weight index, delivering up to 90% speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4763
Venue
SIGMOD
Year
2014
Pagerank
0.00011691164
Overall Rank
1,487 | 89.67%
DOI
10.1145/2588555.2588557

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
1,125 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013829006
1,334 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00012543633
1,522 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.0001152219
1,715 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010776518
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
1,948 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9938634e-05
2,787 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.1219297e-05
2,799 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 8.109137e-05
2,933 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 7.8633648e-05
2,963 Subgraph Matching: on Compression and Computation 2018 VLDB 7.8061004e-05
3,135 Fractal: A General-Purpose Graph Pattern Mining System 2019 SIGMOD 7.4928743e-05
3,478 Functional Dependencies for Graphs 2016 SIGMOD 7.0554625e-05
3,488 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 7.0460627e-05
4,554 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.0839934e-05
4,756 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.9364786e-05
5,002 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 5.7610359e-05
5,014 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 5.7519428e-05
5,809 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 5.3175972e-05
5,968 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.2469955e-05
6,823 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB 4.9098643e-05
7,304 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 4.7628386e-05
8,145 Capturing Associations in Graphs 2020 VLDB 4.5724134e-05
8,269 GraphINC: Graph Pattern Mining at Network Speed 2023 SIGMOD 4.5406632e-05
8,786 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 4.4467423e-05
9,106 TED: Towards Discovering Top-k Edge-Diversified Patterns in a Graph Database 2023 SIGMOD 4.3909979e-05
9,177 HERO: A Hierarchical Set Partitioning and Join Framework for Speeding up the Set Intersection Over Graphs 2024 SIGMOD 4.3800806e-05
10,131 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 4.1905499e-05
10,264 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.1905499e-05
10,270 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.1905499e-05
10,678 X-Blossom: Massive Parallelization of Graph Maximum Matching 2025 VLDB 4.1905499e-05
10,715 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 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 0.0019040811
389 Counting Triangles in Data Streams 2006 PODS 0.00024649634
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
502 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021528261
588 Massive Graph Triangulation 2013 SIGMOD 0.00019588834
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
2,402 TreeSpan: Efficiently Computing Similarity All-Matching 2012 SIGMOD 8.87387e-05
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