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gSWORD: GPU-accelerated Sampling for Subgraph Counting

Summary: gSWORD accelerates iterative subgraph-count sampling on GPUs, using sample inheritance and warp streaming to tame irregular workloads and scale to millions of samples per second. A CPU-GPU co-processing pipeline overlaps sampling and enumeration to mitigate underestimation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc3dc16315ee009b8
Venue
SIGMOD
Year
2024
Pagerank
5.1453267e-05
Overall Rank
9,650 | 35.12%
DOI
10.1145/3639288

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ye_sigmod24,
        title = {{gSWORD: GPU-accelerated Sampling for Subgraph Counting}},
        author = {Ye, Chang and Li, Yuchen and Sun, Shixuan and Guo, Wentian},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3639288},
        url = {https://dl.acm.org/doi/10.1145/3639288},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,132 uBlade: Efficient Batch Processing for Uncertain Graph Queries 2024 SIGMOD 5.0751052e-05
10,882 Efficient GPU-Accelerated Local Subgraph Counting 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024884544
355 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020124083
386 Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors 2009 VLDB 0.00019444411
438 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00018286607
443 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018197688
596 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015785583
657 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.0001505607
795 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013938779
960 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012836554
1,100 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012013426
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011627669
1,940 A General Framework for Estimating Graphlet Statistics via Random Walk 2017 VLDB 9.3302142e-05
2,468 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.4178183e-05
2,634 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1993804e-05
2,824 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 7.9698957e-05
3,011 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7549462e-05
3,160 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.5807496e-05
3,164 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.5771124e-05
5,901 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 5.9539374e-05
6,091 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.8898055e-05
6,249 Self-adaptive Graph Traversal on GPUs 2021 SIGMOD 5.8358127e-05
6,509 GPU-Accelerated Graph Label Propagation for Real-Time Fraud Detection 2021 SIGMOD 5.7601316e-05
6,515 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.7590881e-05
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