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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
12321
Venue
VLDB
Year
2021
Pagerank
5.4788004e-05
Overall Rank
5,490 | 61.85%
DOI
10.14778/3457390.3457395

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
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
6,283 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 5.1234789e-05
6,391 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.0780425e-05
9,375 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 4.3452177e-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
10,062 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 4.1905499e-05
10,131 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 4.1905499e-05
10,139 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.1905499e-05
10,270 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.1905499e-05
10,304 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.1905499e-05
10,478 AJOSC: Adaptive Join Order Selection for Continuous Queries 2025 SIGMOD 4.1905499e-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
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
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
1,392 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
1,746 Graphflow: An Active Graph Database 2017 SIGMOD 0.0001069135
1,806 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010478244
1,906 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010135267
2,021 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.7730473e-05
2,178 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.3645765e-05
2,609 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.4587236e-05
2,882 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 7.9666138e-05
5,017 Event Pattern Matching over Graph Streams 2015 VLDB 5.7505967e-05
6,516 StreamWorks - A system for Dynamic Graph Search 2013 SIGMOD 5.0263759e-05
7,057 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 4.841817e-05
7,566 Extending Graph Patterns with Conditions 2020 SIGMOD 4.7047078e-05
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