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Graphflow: An Active Graph Database

Summary: Graphflow is an active graph DB for continuous subgraph queries, addressing inefficiency in passive systems. It provides Cypher++ (Neo4j-like) with subgraph-condition-action triggers and introduces Generic Join and Delta Generic Join as worst-case-optimal engines for one-time and continuous subgraph queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5420
Venue
SIGMOD
Year
2017
Pagerank
0.00012378784
Overall Rank
1,058 | 92.75%
DOI
10.1145/3035918.3056445

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kankanamge_sigmod17,
        title = {{Graphflow: An Active Graph Database}},
        author = {Kankanamge, Chathura and Sahu, Siddhartha and Mhedbhi, Amine and Chen, Jeremy and Salihoglu, Semih},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3056445},
        url = {https://dl.acm.org/doi/10.1145/3035918.3056445},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 54 citing papers.

Rank Citing Paper Year Venue Pagerank
321 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS 0.00021283186
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
1,246 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011504088
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,126 Kuzu* Graph Database Management System 2023 CIDR 9.1329991e-05
2,182 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 9.010121e-05
2,607 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3489531e-05
3,102 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7568687e-05
3,357 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.4904874e-05
3,821 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 7.0933895e-05
4,129 Testing Graph Database Systems via Graph-Aware Metamorphic Relations 2024 VLDB 6.8840169e-05
4,158 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.8628196e-05
4,544 ByteGraph: A High-Performance Distributed Graph Database in ByteDance 2022 VLDB 6.6382612e-05
4,563 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6291459e-05
4,722 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.5438628e-05
4,983 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.4127092e-05
4,995 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.4089186e-05
5,275 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.2873652e-05
5,567 iTurboGraph: Scaling and Automating Incremental Graph Analytics 2021 SIGMOD 6.1709411e-05
5,870 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 6.061038e-05
6,325 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 5.9125893e-05
6,387 Modern Techniques for Querying Graph-Structured Relations: Foundations, System Implementations, and Open Challenges 2022 VLDB 5.8896555e-05
6,393 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8879832e-05
6,924 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.738697e-05
7,150 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.687428e-05
7,365 Extending Graph Patterns with Conditions 2020 SIGMOD 5.6329929e-05
7,897 AeonG: An Efficient Built-in Temporal Support in Graph Databases 2024 VLDB 5.5196714e-05
8,376 GRainDB: A Relational-core Graph-Relational DBMS 2022 CIDR 5.4389021e-05
8,468 Making RDBMSs Efficient on Graph Workloads Through Predefined Joins 2022 VLDB 5.418656e-05
8,871 MatCo: Computing Match Cover of Subgraph Query over Graph Data 2025 SIGMOD 5.35418e-05
9,308 PG-Triggers: Triggers for Property Graphs 2024 SIGMOD 5.289545e-05
9,440 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.2680376e-05
9,624 RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries 2025 VLDB 5.2434488e-05
9,721 Incremental View Maintenance for Property Graph Queries 2018 SIGMOD 5.2318679e-05
9,872 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 5.2043672e-05
9,891 GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support 2025 SIGMOD 5.1997534e-05
9,942 A Modular Graph-Native Query Optimization Framework 2025 SIGMOD 5.1915905e-05
10,060 TenGraph: A Tensor-Based Graph Query Engine 2024 VLDB 5.166346e-05
10,103 Optimizing Differentially-Maintained Recursive Queries on Dynamic Graphs 2022 VLDB 5.1466947e-05
10,204 Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching 2026 SIGMOD 5.093636e-05
10,237 Factorized and Vectorized Execution: Optimizing Analytical and Semantic Queries over Relations 2026 SIGMOD 5.093636e-05
10,312 BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching 2026 SIGMOD 5.093636e-05
10,354 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 5.093636e-05
10,428 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,524 A Semantics-aware Approach for Graph Edit Distance Estimation over Knowledge Graphs 2026 VLDB 5.093636e-05
10,558 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 5.093636e-05
10,590 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 5.093636e-05
10,692 GES: High-Performance Graph Processing Engine and Service in Huawei 2025 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank Cited Paper Year Venue Pagerank
39 Efficiently Updating Materialized Views 1986 SIGMOD 0.00047309646
61 Maintaining Views Incrementally 1993 SIGMOD 0.00039026867
1,944 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.4354517e-05
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