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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
6.4163774e-05
Overall Rank
4,779 | 67.87%
DOI
10.14778/3457390.3457395

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
3,011 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7549462e-05
4,075 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.8188389e-05
4,587 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5161686e-05
5,377 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.1562325e-05
5,984 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.926237e-05
9,030 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 5.2340466e-05
9,148 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.2189946e-05
10,062 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 5.0875952e-05
10,254 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.050482e-05
10,555 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 4.9793485e-05
10,617 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.9793485e-05
10,740 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.9793485e-05
10,989 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.9793485e-05
11,175 AJOSC: Adaptive Join Order Selection for Continuous Queries 2025 SIGMOD 4.9793485e-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 0.00021969641
355 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020124083
438 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00018286607
490 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017438618
657 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.0001505607
712 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014578373
937 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012977594
960 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012836554
1,045 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012322402
1,100 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012013426
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011627669
1,317 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011050011
1,506 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010452205
1,873 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.4579851e-05
2,186 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.8916948e-05
2,211 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 8.8237249e-05
4,583 Event Pattern Matching over Graph Streams 2015 VLDB 6.5187824e-05
6,199 StreamWorks - A system for Dynamic Graph Search 2013 SIGMOD 5.8516543e-05
6,912 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 5.6484964e-05
7,478 Extending Graph Patterns with Conditions 2020 SIGMOD 5.5150923e-05
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