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Color: A Framework for Applying Graph Coloring to Subgraph Cardinality Estimation

Summary: COLOR applies graph-coloring insights from graph compression to build compact, topology-aware summaries for subgraph cardinality estimation. Optimized inference handles large many-to-many graph queries, delivering up to 10³× better accuracy with fast construction, low memory, and update robustness. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
13986
Venue
VLDB
Year
2025
Pagerank
5.1745962e-05
Overall Rank
10,027 | 31.21%
DOI
10.14778/3705829.3705834

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{deeds_vldb25,
        title = {{Color: A Framework for Applying Graph Coloring to Subgraph Cardinality Estimation}},
        author = {Deeds, Kyle and Sabale, Diandre and Kayali, Moe and Suciu, Dan},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {2},
        pages = {130--143},
        doi = {10.14778/3705829.3705834},
        url = {https://doi.org/10.14778/3705829.3705834},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
9,996 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.1814573e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
264 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00022980015
358 FAQ: Questions Asked Frequently 2016 PODS 0.00020243592
530 An Analytical Study of Large SPARQL Query Logs 2018 VLDB 0.0001709169
547 Cypher: An Evolving Query Language for Property Graphs 2018 SIGMOD 0.00016731552
737 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014490983
802 Random Sampling over Joins Revisited 2018 SIGMOD 0.00013907725
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
1,061 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012369764
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
1,499 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 0.00010564536
2,731 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1959181e-05
2,940 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 7.9381573e-05
5,576 SafeBound: A Practical System for Generating Cardinality Bounds 2023 SIGMOD 6.1663946e-05
5,942 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.0334209e-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
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