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cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns

Summary: cuMatch: GPU-based memory-efficient unified worst-case optimal join for subgraph queries with complex patterns (negative/optional edges). single multi-way join prevents intermediate data explosion; new partitioning, scheduling, and task-fusion techniques yield strong memory efficiency and speed, beating prior methods by orders of magnitude. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7286
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,514 | 26.86%
DOI
10.1145/3725398

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Showing 33 of 33 cited papers.

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

Rank Cited Paper Year Venue Pagerank
331 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00027214222
342 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00026795977
502 Worst-case Optimal Join Algorithms 2012 PODS 0.00021526612
613 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019181325
651 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018648572
735 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017452467
757 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.00017078358
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,333 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00012523806
1,394 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.0001221552
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
1,775 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010602927
1,939 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025655
1,953 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9665955e-05
2,228 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.2385241e-05
2,275 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.1262202e-05
2,287 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0972606e-05
2,962 Kuzu* Graph Database Management System 2023 CIDR 7.8101752e-05
2,997 Subgraph Matching: on Compression and Computation 2018 VLDB 7.7559339e-05
3,025 NeutronStar: Distributed GNN Training with Hybrid Dependency Management 2022 SIGMOD 7.6906935e-05
3,036 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6735171e-05
3,641 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 6.8884895e-05
3,670 A Distributed Multi-GPU System for Fast Graph Processing 2018 VLDB 6.8567044e-05
3,834 GTS: A Fast and Scalable Graph Processing Method based on Streaming Topology to GPUs 2016 SIGMOD 6.7173094e-05
4,470 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.1557462e-05
4,968 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.7956205e-05
5,017 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 5.7574792e-05
5,728 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 5.3507988e-05
6,281 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.128862e-05
6,305 Free Join: Unifying Worst-Case Optimal and Traditional Joins 2023 SIGMOD 5.1209718e-05
6,369 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 5.0936663e-05
6,668 TrillionG: A Trillion-scale Synthetic Graph Generator using a Recursive Vector Model 2017 SIGMOD 4.968252e-05
8,432 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 4.5153924e-05
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