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TC-Match: Fast Time-constrained Continuous Subgraph Matching

Summary: TC-Match tackles time-constrained continuous subgraph matching on streaming graphs, enforcing structural isomorphism plus query timing-order constraints for real-time apps. Core: CSS, an edge-centric k-partite index capturing partial embeddings/timing and an incremental node-merging matcher — up to 3 orders of magnitude faster and ~49–87% less memory. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hbeeaf9b02f12a65c
Venue
VLDB
Year
2024
Pagerank
5.068372e-05
Overall Rank
10,101 | 32.30%
DOI
10.14778/3681954.3681963
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{yang_vldb24,
        title = {{TC-Match: Fast Time-constrained Continuous Subgraph Matching}},
        author = {Yang, Jianye and Fang, Sheng and Gu, Zhaoquan and Ma, Ziyi and Lin, Xuemin and Tian, Zhihong},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {2791--2804},
        doi = {10.14778/3681954.3681963},
        url = {https://doi.org/10.14778/3681954.3681963},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024929198
288 Graphs-at-a-time: Query Language and Access Methods for Graph Databases 2008 SIGMOD 0.00022009138
356 On Graph Query Optimization in Large Networks 2010 VLDB 0.00020086045
439 Taming Verification Hardness: An Efficient Algorithm for Testing Subgraph Isomorphism 2008 VLDB 0.00018247958
467 Design and Implementation of the LogicBlox System 2015 SIGMOD 0.00017740891
485 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017479773
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
706 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014622696
815 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.00013682594
942 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012936571
952 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012878316
1,049 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012293903
1,090 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012062682
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,323 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011019578
1,907 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 9.379165e-05
1,988 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2301018e-05
2,226 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 8.7971869e-05
3,107 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6265309e-05
4,370 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6213567e-05
4,485 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5644966e-05
4,801 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.3940913e-05
5,404 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.132986e-05
5,995 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.903845e-05
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