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

Summary: COLOR uses graph coloring and compression to produce compact topology-aware summaries for subgraph cardinality estimation in many-to-many join graph queries. Key optimizations make estimation tractable and yield up to 103× accuracy gains while keeping memory small, inference fast, builds cheap, and updates graceful. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13798
Venue
VLDB
Year
2025
Pagerank
4.2656547e-05
Overall Rank
9,877 | 31.29%
DOI
10.14778/3705829.3705834

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
9,845 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 4.2721228e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
331 The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing 2018 VLDB 0.00027214222
583 FAQ: Questions Asked Frequently 2016 PODS 0.00019717214
690 An Analytical Study of Large SPARQL Query Logs 2018 VLDB 0.00018099792
789 Cypher: An Evolving Query Language for Property Graphs 2018 SIGMOD 0.00016634256
1,193 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00013414989
1,369 Random Sampling over Joins Revisited 2018 SIGMOD 0.00012339777
1,394 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.0001221552
1,703 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010836769
1,924 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010077055
2,142 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 9.4507296e-05
3,001 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 7.7404487e-05
3,646 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 6.8853079e-05
5,972 SafeBound: A Practical System for Generating Cardinality Bounds 2023 SIGMOD 5.2474768e-05
6,289 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 5.1275309e-05
6,704 Combining Sampling and Synopses with Worst-Case Optimal Runtime and Quality Guarantees for Graph Pattern Cardinality Estimation 2021 SIGMOD 4.9554912e-05
11,306 Quasi-stable Coloring for Graph Compression: Approximating Max-Flow, Linear Programs, and Centrality 2023 VLDB 4.1945683e-05
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