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Graphs-at-a-time: Query Language and Access Methods for Graph Databases

Summary: Graphs-at-a-time: graph query language with graphs as first-class units and arbitrary attributes on nodes, edges, and graphs. Extends relational algebra with graph pattern matching and a rewrite operator; uses subgraphs and optimized search to cope with NP-complete subgraph isomorphism, graph methods beat SQL. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4066
Venue
SIGMOD
Year
2008
Pagerank
0.00022253507
Overall Rank
294 | 97.99%
DOI
10.1145/1376616.1376660

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{he_sigmod08,
        title = {{Graphs-at-a-time: Query Language and Access Methods for Graph Databases}},
        author = {He, Huahai and Singh, Ambuj K.},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376660},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376660},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 68 citing papers.

Rank Citing Paper Year Venue Pagerank
352 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020375193
442 Efficient Subgraph Matching on Billion Node Graphs 2012 VLDB 0.00018398144
485 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017717377
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015214062
1,006 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012699518
1,036 Parallel Subgraph Listing in a Large-Scale Graph 2014 SIGMOD 0.00012499878
1,085 GraMI: Frequent Subgraph and Pattern Mining in a Single Large Graph 2014 VLDB 0.0001225302
1,102 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012166591
1,128 Graph Pattern Matching: From Intractable to Polynomial Time 2010 VLDB 0.0001206219
1,181 An In-depth Comparison of Subgraph Isomorphism Algorithms in Graph Databases 2013 VLDB 0.0001179597
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
1,387 A Distributed Graph Engine for Web Scale RDF Data 2013 VLDB 0.00010949523
1,487 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010615297
1,552 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010379532
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,065 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.2352771e-05
2,182 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 9.010121e-05
2,190 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 8.9804702e-05
2,607 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3489531e-05
2,731 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1959181e-05
2,935 RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark 2019 SIGMOD 7.9444531e-05
3,109 Managing Large Dynamic Graphs Efficiently 2012 SIGMOD 7.7482727e-05
3,194 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6491858e-05
3,283 A Learned Sketch for Subgraph Counting 2021 SIGMOD 7.56675e-05
3,709 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.1780227e-05
3,872 All-in-One: Graph Processing in RDBMSs Revisited 2017 SIGMOD 7.0580243e-05
4,158 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.8628196e-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
4,748 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.5251089e-05
4,749 VOGUE: Towards A Visual Interaction-aware Graph Query Processing Framework 2013 CIDR 6.5250721e-05
4,813 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.4974292e-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
5,370 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 6.2436385e-05
5,427 I/O-Efficient Butterfly Counting at Scale 2023 SIGMOD 6.2230767e-05
5,581 Subgraph Matching over Graph Federation 2022 VLDB 6.1624715e-05
5,942 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.0334209e-05
6,149 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.9581422e-05
6,393 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8879832e-05
6,423 Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs 2020 SIGMOD 5.8813146e-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
7,622 Adding Logical Operators to Tree Pattern Queries on Graph-Structured Data 2012 VLDB 5.5806644e-05
7,769 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.5474529e-05
7,845 Graph Querying Meets HCI: State of the Art and Future Directions 2017 SIGMOD 5.5332653e-05
7,848 Data-driven Visual Graph Query Interface Construction and Maintenance: Challenges and Opportunities 2016 VLDB 5.5327238e-05
8,478 T-FSM: A Task-Based System for Massively Parallel Frequent Subgraph Pattern Mining from a Big Graph 2023 SIGMOD 5.4170414e-05
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Outgoing Citations (Sorted by Pagerank)

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