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Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings

Summary: DIVINE maps vertex neighborhoods to dynamic vertex-dominance embeddings for continuous subgraph matching with efficient incremental maintenance on streaming graphs. Degree grouping and DAS3 synopses with dominance/range pruning decompose high-degree stars and accelerate incremental query processing. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7370
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,062 | 30.01%
DOI
10.1145/3769774

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Showing 28 of 28 cited papers.

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

Rank Cited Paper Year Venue Pagerank
129 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.0004429571
461 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022499343
506 On Graph Query Optimization in Large Networks 2010 VLDB 0.00021475362
612 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.0001920234
651 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018648572
764 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017018712
1,056 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.0001441128
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,394 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.0001221552
1,414 Graph Pattern Matching: From Intractable to Polynomial Time 2010 VLDB 0.00012118275
1,526 Monitoring Path Nearest Neighbor in Road Networks 2009 SIGMOD 0.00011512916
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
1,635 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001105793
1,720 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010779343
1,756 Graphflow: An Active Graph Database 2017 SIGMOD 0.00010664542
1,775 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010602927
1,924 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010077055
2,007 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.8081235e-05
2,912 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9130459e-05
4,193 Relative Subboundedness of Contraction Hierarchy and Hierarchical 2-Hop Index in Dynamic Road Networks 2022 SIGMOD 6.37019e-05
4,534 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.1049756e-05
5,031 Event Pattern Matching over Graph Streams 2015 VLDB 5.7499783e-05
5,499 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 5.4750222e-05
5,521 Efficient Streaming Subgraph Isomorphism with Graph Neural Networks 2021 VLDB 5.4614637e-05
6,208 PathEnum: Towards Real-Time Hop-Constrained s-t Path Enumeration 2021 SIGMOD 5.1568586e-05
6,395 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.0829204e-05
6,441 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.0603113e-05
9,208 SmartBench: Demonstrating Automatic Generation of Comprehensive Benchmarks for Question Answering Over Knowledge Graphs 2022 VLDB 4.3731258e-05
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