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Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming

Summary: SymBi enables symmetric continuous subgraph matching on dynamic graphs with bidirectional dynamic programming. It replaces the spanning-tree filter with a DAG-based auxiliary structure, enabling stronger pruning and up to three orders of magnitude faster performance than TurboFlux on real and synthetic datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf1953335579f56fe
Venue
VLDB
Year
2021
Pagerank
6.3940913e-05
Overall Rank
4,801 | 67.82%
DOI
10.14778/3457390.3457395
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{min_vldb21,
        title = {{Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming}},
        author = {Min, Seunghwan and Park, Sung Gwan and Park, Kunsoo and Giammarresi, Dora and Italiano, Giuseppe F. and Han, Wook-Shin},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {8},
        pages = {1298--1310},
        doi = {10.14778/3457390.3457395},
        url = {https://doi.org/10.14778/3457390.3457395},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
3,020 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7267183e-05
4,099 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.7940875e-05
4,485 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5644966e-05
5,404 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.132986e-05
5,995 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.903845e-05
9,059 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 5.21427e-05
9,179 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.1992749e-05
10,101 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 5.068372e-05
10,289 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.031399e-05
10,630 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 4.9605343e-05
10,689 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,811 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.9605343e-05
11,059 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.9605343e-05
11,243 AJOSC: Adaptive Join Order Selection for Continuous Queries 2025 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
288 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022009138
356 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020086045
439 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00018247958
485 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017479773
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
706 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014622696
942 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012936571
952 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012878316
1,049 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012293903
1,090 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012062682
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,323 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011019578
1,502 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010431532
1,879 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.4293777e-05
2,202 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.861907e-05
2,226 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 8.7971869e-05
4,601 Event Pattern Matching over Graph Streams 2015 VLDB 6.4964963e-05
6,210 StreamWorks - A system for Dynamic Graph Search 2013 SIGMOD 5.8317155e-05
6,931 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 5.6272054e-05
7,502 Extending Graph Patterns with Conditions 2020 SIGMOD 5.4943054e-05
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