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TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data

Summary: TurboFlux enables fast continuous subgraph matching on streaming dynamic graphs via incremental maintenance and a compact intermediate-result representation. Handles edge updates with low overhead, yielding vast throughput gains over prior systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5563
Venue
SIGMOD
Year
2018
Pagerank
7.9130459e-05
Overall Rank
2,912 | 79.75%
DOI
10.1145/3183713.3196917

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
1,775 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00010602927
3,009 Pangolin: An Efficient and Flexible Graph Mining System on CPU and GPU 2020 VLDB 7.7214924e-05
3,187 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.4136521e-05
4,968 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.7956205e-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
5,926 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 5.271318e-05
6,208 PathEnum: Towards Real-Time Hop-Constrained s-t Path Enumeration 2021 SIGMOD 5.1568586e-05
6,281 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 5.128862e-05
6,395 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.0829204e-05
6,575 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 5.0052259e-05
7,100 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 4.8326259e-05
7,641 Extending Graph Patterns with Conditions 2020 SIGMOD 4.6902655e-05
8,170 LM-SRPQ: Efficiently Answering Regular Path Query in Streaming Graphs 2024 VLDB 4.5697385e-05
9,153 PG-Triggers: Triggers for Property Graphs 2024 SIGMOD 4.3849295e-05
9,366 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 4.3493859e-05
9,727 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 4.2942813e-05
9,730 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 4.2942813e-05
9,764 View-based Explanations for Graph Neural Networks 2024 SIGMOD 4.2856106e-05
9,802 Automating Incremental Graph Processing with Flexible Memoization 2021 VLDB 4.2807806e-05
10,062 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 4.1945683e-05
10,131 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 4.1945683e-05
10,139 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.1945683e-05
10,270 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.1945683e-05
10,292 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.1945683e-05
10,468 AJOSC: Adaptive Join Order Selection for Continuous Queries 2025 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
23 A Critique of ANSI SQL Isolation Levels 1995 SIGMOD 0.00083894938
342 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00026795977
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
764 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017018712
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,213 RDF-3X: a RISC-style Engine for RDF 2008 VLDB 0.0001325231
1,635 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001105793
1,675 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010947606
1,720 Incremental Graph Pattern Matching 2011 SIGMOD 0.00010779343
1,756 Graphflow: An Active Graph Database 2017 SIGMOD 0.00010664542
2,007 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 9.8081235e-05
2,196 gStore: Answering SPARQL Queries via Subgraph Matching 2011 VLDB 9.3089621e-05
4,103 Hybrid Garbage Collection for Multi-Version Concurrency Control in SAP HANA 2016 SIGMOD 6.4519655e-05
4,211 Querying Big Graphs within Bounded Resources 2014 SIGMOD 6.3563454e-05
5,031 Event Pattern Matching over Graph Streams 2015 VLDB 5.7499783e-05
5,877 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 5.2916612e-05
6,528 StreamWorks - A system for Dynamic Graph Search 2013 SIGMOD 5.0253074e-05
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