Database Paper Browser

Back to papers

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
7287
Venue
SIGMOD
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,523 | 26.87%
DOI
10.1145/3725398

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank Citing Paper Year Venue Pagerank
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

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
327 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00027312381
341 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00026850764
503 Worst-case Optimal Join Algorithms 2012 PODS 0.00021517145
610 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019204048
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
729 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017448059
754 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.00017093267
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
1,392 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012224015
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
1,938 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025547
1,948 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 9.9938634e-05
2,178 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.3645765e-05
2,281 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.122455e-05
2,292 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0884645e-05
2,962 Kuzu* Graph Database Management System 2023 CIDR 7.8069285e-05
2,963 Subgraph Matching: on Compression and Computation 2018 VLDB 7.8061004e-05
3,028 NeutronStar: Distributed GNN Training with Hybrid Dependency Management 2022 SIGMOD 7.6833093e-05
3,034 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6737281e-05
3,488 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 7.0460627e-05
3,674 A Distributed Multi-GPU System for Fast Graph Processing 2018 VLDB 6.8502146e-05
3,839 GTS: A Fast and Scalable Graph Processing Method based on Streaming Topology to GPUs 2016 SIGMOD 6.7108721e-05
4,326 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.2772512e-05
4,756 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.9364786e-05
5,014 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 5.7519428e-05
5,502 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 5.4730826e-05
5,968 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.2469955e-05
6,294 Free Join: Unifying Worst-Case Optimal and Traditional Joins 2023 SIGMOD 5.1202075e-05
6,367 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 5.0887599e-05
6,658 TrillionG: A Trillion-scale Synthetic Graph Generator using a Recursive Vector Model 2017 SIGMOD 4.9684622e-05
8,423 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 4.5112315e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,334 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00012543633
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
916 Distance-Join: Pattern Match Query In a Large Graph Database 2009 VLDB 0.00015326675
11,574 Towards the Scheduling of Vertex-constrained Multi Subgraph Matching Query 2020 SIGMOD 4.1905499e-05
10,740 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 4.1905499e-05
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
3,034 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6737281e-05
4,756 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.9364786e-05
10,084 GraphMatch: Subgraph Query Processing on Steroids 2026 SIGMOD 4.1905499e-05
10,276 gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs 2026 VLDB 4.1905499e-05