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Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks

Summary: Introduces BFC-VP, a vertex-priority paradigm for butterfly counting that enumerates substantially fewer wedges than layer-priority methods. Cache-aware, external-memory, and parallel variants preserve its complexity and deliver up to 100× speedups on real networks. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h7df4ac43eae83415
Venue
VLDB
Year
2019
Pagerank
0.00011458287
Overall Rank
1,224 | 91.78%
DOI
10.14778/3339490.3339497
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{wang_vldb19,
        title = {{Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks}},
        author = {Wang, Kai and Lin, Xuemin and Qin, Lu and Zhang, Wenjie and Zhang, Ying},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {10},
        pages = {1139--1152},
        doi = {10.14778/3339490.3339497},
        url = {https://doi.org/10.14778/3339490.3339497},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
1,664 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.9394611e-05
2,044 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 9.1373547e-05
2,322 Efficient Algorithms for Maximal k-Biplex Enumeration 2022 SIGMOD 8.6407274e-05
2,328 (p,q)-biclique Counting and Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.6269174e-05
2,743 Efficient Maximal Biclique Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.0641715e-05
3,797 Butterfly Counting on Uncertain Bipartite Graphs 2022 VLDB 7.0139295e-05
3,875 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.9503439e-05
3,881 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9477894e-05
3,890 Efficient Temporal Butterfly Counting and Enumeration on Temporal Bipartite Graphs 2024 VLDB 6.9409375e-05
4,045 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.8302145e-05
4,082 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.8146499e-05
4,124 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.7895411e-05
4,224 Efficient Biclique Counting in Large Bipartite Graphs 2023 SIGMOD 6.7185455e-05
4,614 Maximum k-Biplex Search on Bipartite Graphs: A Symmetric-BK Branching Approach 2023 SIGMOD 6.4990852e-05
4,637 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.4902365e-05
5,004 Efficiently Answering Reachability and Path Queries on Temporal Bipartite Graphs 2021 VLDB 6.3172422e-05
5,141 Efficient Load-Balanced Butterfly Counting on GPU 2022 VLDB 6.2550131e-05
5,560 I/O-Efficient Butterfly Counting at Scale 2023 SIGMOD 6.0822136e-05
5,564 Scalable and Effective Bipartite Network Embedding 2022 SIGMOD 6.081296e-05
6,180 Answering Billion-Scale Label-Constrained Reachability Queries within Microsecond 2020 VLDB 5.8570846e-05
7,608 Scalable Approximate Butterfly and Bi-triangle Counting for Large Bipartite Networks 2023 SIGMOD 5.4842422e-05
7,753 RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs 2021 VLDB 5.4575542e-05
7,834 Densest Multipartite Subgraph Search in Heterogeneous Information Networks 2024 VLDB 5.4412454e-05
8,185 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 5.3801229e-05
10,106 Efficient Historical Butterfly Counting in Large Temporal Bipartite Networks via Graph Structure-aware Index 2025 VLDB 5.0765311e-05
10,269 BIRD: Efficient Approximation of Bidirectional Hidden Personalized PageRank 2024 VLDB 5.0480912e-05
10,456 Efficient Meta-subgraph Instance Search over Large Heterogeneous Information Networks 2026 SIGMOD 4.9769913e-05
10,492 Maximal Biclique Enumeration with Improved Worst-Case Time Complexity Guarantee: A Partition-Oriented Strategy 2026 SIGMOD 4.9769913e-05
10,530 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 4.9769913e-05
10,645 Efficient and Effective Biclique Counting with Local Differential Privacy 2026 SIGMOD 4.9769913e-05
11,054 Scalable Approximate Biclique Counting over Large Bipartite Graphs 2026 VLDB 4.9769913e-05
11,603 Maximum Balanced (k, epsilon)-Bitruss Detection in Signed Bipartite Graph 2024 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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