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Aquila: A High-Concurrency System for Incremental Graph Query

Summary: Aquila is a multi-core system for incremental multi-pattern graph queries that decouples queries into operators forming a matching flow and uses operator-level scheduling for performance isolation. It builds matching trees via a greedy planner and a subgraph-relation graph to share work, yielding 1–3 orders-of-magnitude speedup. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID
hf5e96b472e5f23ea
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,989 | 26.12%
DOI
10.14778/3778092.3778106

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{zou_vldb26,
        title = {{Aquila: A High-Concurrency System for Incremental Graph Query}},
        author = {Zou, Ziqi and Zhang, Hao and Yao, Jiaxin and Zhao, Kangfei and Zhang, Zhiwei and Gao, Sen and Hao, Jingpeng and Yuan, Ye and Wang, Guoren},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {3},
        pages = {468--480},
        doi = {10.14778/3778092.3778106},
        url = {https://doi.org/10.14778/3778092.3778106},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
657 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.0001505607
712 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014578373
937 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00012977594
1,045 Graphflow: An Active Graph Database 2017 SIGMOD 0.00012322402
1,100 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012013426
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011627669
1,249 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011340141
1,317 Incremental Graph Pattern Matching 2011 SIGMOD 0.00011050011
1,873 Real-Time Twitter Recommendation: Online Motif Detection in Large Dynamic Graphs 2014 VLDB 9.4579851e-05
1,900 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 9.4059063e-05
2,014 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.1832045e-05
2,166 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9334874e-05
2,211 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 8.8237249e-05
3,011 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7549462e-05
4,511 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.5681258e-05
4,587 Fast Continuous Subgraph Matching over Streaming Graphs via Backtracking Reduction 2023 SIGMOD 6.5161686e-05
4,779 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.4163774e-05
5,377 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.1562325e-05
5,984 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.926237e-05
6,199 StreamWorks - A system for Dynamic Graph Search 2013 SIGMOD 5.8516543e-05
6,965 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.6328006e-05
8,948 Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service 2024 SIGMOD 5.252939e-05
9,715 Banyan: A Scoped Dataflow Engine for Graph Query Service 2022 VLDB 5.1359137e-05
10,128 Chimera: A system design of dual storage and traversal-join unified query processing for SQL/PGQ 2025 VLDB 5.0751052e-05
10,132 uBlade: Efficient Batch Processing for Uncertain Graph Queries 2024 SIGMOD 5.0751052e-05
10,251 TenGraph: A Tensor-Based Graph Query Engine 2024 VLDB 5.0513876e-05
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