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TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics

Summary: TurboLynx makes schemaless property graphs a first-class concern across storage, optimization, and execution. Cost-based graphlets and columnar storage unify fast traversal with group-by/aggregation analytics, outperforming state-of-the-art GDBMSs and RDBMSs. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14462
Venue
VLDB
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,526 | 27.79%
DOI
10.14778/3797919.3797932

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{lee_vldb26,
        title = {{TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics}},
        author = {Lee, Taesung and Ha, Jaehyun and Tak, Byungchul and Han, Wook-Shin},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {6},
        pages = {1250--1263},
        doi = {10.14778/3797919.3797932},
        url = {https://doi.org/10.14778/3797919.3797932},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.0006312782
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
426 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00018692185
436 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018504439
445 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00018336751
520 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017136828
547 Cypher: An Evolving Query Language for Property Graphs 2018 SIGMOD 0.00016731552
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
809 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00013874588
900 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.00013337186
1,242 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011516162
1,320 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00011166426
1,591 SQLGraph: An Efficient Relational-Based Property Graph Store 2015 SIGMOD 0.00010255536
1,621 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 0.00010203114
1,661 PG-Schema: Schemas for Property Graphs 2023 SIGMOD 0.00010079134
1,738 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.8823494e-05
1,948 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 9.432395e-05
2,126 Kuzu* Graph Database Management System 2023 CIDR 9.1329991e-05
2,915 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.9666977e-05
3,206 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6367549e-05
3,357 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.4904874e-05
3,622 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.2465862e-05
3,653 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.2241143e-05
4,069 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9276175e-05
4,340 GRFusion: Graphs as First-Class Citizens in Main-Memory Relational Database Systems 2018 SIGMOD 6.7539375e-05
4,372 Schemaless and Structureless Graph Querying 2014 VLDB 6.7384384e-05
5,721 IBM Db2 Graph: Supporting Synergistic and Retrofittable Graph Queries Inside IBM Db2 2020 SIGMOD 6.1090232e-05
6,999 DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS 2023 CIDR 5.7291934e-05
7,041 DiscoPG: Property Graph Schema Discovery and Exploration 2022 VLDB 5.7194994e-05
8,376 GRainDB: A Relational-core Graph-Relational DBMS 2022 CIDR 5.4389021e-05
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