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RapidMatch: A Holistic Approach to Subgraph Query Processing

Summary: RapidMatch: a holistic subgraph query processor that unifies exploration-based and join-based methods, bridging their regimes. Relational operators plus graph-aware filtering guide join-plan generation, delivering state-of-the-art performance across workloads and proving that exploration-based enumeration matches the worst-case optimal join. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12362
Venue
VLDB
Year
2021
Pagerank
7.6737281e-05
Overall Rank
3,034 | 78.92%
DOI
10.14778/3425879.3425888

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
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
5,921 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 5.2681722e-05
5,968 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.2469955e-05
6,207 PathEnum: Towards Real-Time Hop-Constrained s-t Path Enumeration 2021 SIGMOD 5.1519085e-05
6,391 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.0780425e-05
6,436 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.0554554e-05
7,091 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 4.8304411e-05
7,456 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 4.7205339e-05
7,936 Fast Local Subgraph Counting 2024 VLDB 4.6089395e-05
9,375 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 4.3452177e-05
9,519 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 4.3287375e-05
9,561 T-FSM: A Task-Based System for Massively Parallel Frequent Subgraph Pattern Mining from a Big Graph 2023 SIGMOD 4.3212967e-05
9,726 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 4.2901665e-05
9,729 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 4.2901665e-05
9,915 TenGraph: A Tensor-Based Graph Query Engine 2024 VLDB 4.2520778e-05
9,935 MAVIS: Materialized View for Subgraph Matching 2026 SIGMOD 4.2456012e-05
9,936 Fast Maximum Common Subgraph Search: A Redundancy-Reduced Backtracking Approach 2025 SIGMOD 4.2441896e-05
10,014 BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching 2026 SIGMOD 4.1905499e-05
10,084 GraphMatch: Subgraph Query Processing on Steroids 2026 SIGMOD 4.1905499e-05
10,096 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 4.1905499e-05
10,131 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 4.1905499e-05
10,163 Enumerating Graph Pattern Matches with ML Oracles 2026 SIGMOD 4.1905499e-05
10,236 A Semantics-aware Approach for Graph Edit Distance Estimation over Knowledge Graphs 2026 VLDB 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
10,276 gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs 2026 VLDB 4.1905499e-05
10,304 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.1905499e-05
10,523 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 4.1905499e-05
10,640 Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning Based Approach 2025 VLDB 4.1905499e-05
10,704 S3AND: Efficient Subgraph Similarity Search Under Aggregated Neighbor Difference Semantics 2025 VLDB 4.1905499e-05
10,715 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 4.1905499e-05
10,740 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 4.1905499e-05
10,852 Efficient Top-k Frequent Subgraph Mining Using Tight Upper and Lower Bounds 2025 VLDB 4.1905499e-05
10,854 Mayura: Exploiting Similarities in Motifs for Temporal Co-Mining 2025 VLDB 4.1905499e-05
10,855 Mix & Match: Subgraph Matching for Absolute Coverage 2025 VLDB 4.1905499e-05
11,305 Density Personalized Group Query 2023 VLDB 4.1905499e-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
284 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029014359
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
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
610 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00019204048
616 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00019068362
749 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017193776
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
1,630 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011073047
1,715 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010776518
1,746 Graphflow: An Active Graph Database 2017 SIGMOD 0.0001069135
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
1,973 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.8834701e-05
2,043 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 9.6970812e-05
2,799 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 8.109137e-05
3,488 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 7.0460627e-05
3,644 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 6.8842065e-05
3,894 Performance and Scalability of Indexed Subgraph Query Processing Methods 2015 VLDB 6.6531173e-05
4,554 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.0839934e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
10,740 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 4.1905499e-05
916 Distance-Join: Pattern Match Query In a Large Graph Database 2009 VLDB 0.00015326675
460 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022679846
11,574 Towards the Scheduling of Vertex-constrained Multi Subgraph Matching Query 2020 SIGMOD 4.1905499e-05
1,630 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.00011073047
5,921 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 5.2681722e-05
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
648 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018688754
10,084 GraphMatch: Subgraph Query Processing on Steroids 2026 SIGMOD 4.1905499e-05
3,119 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.5393376e-05