Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment

Summary: Surveys GPU-accelerated dynamic graph management and introduces a conceptual model of its components, primitives, and optimizations. A unified evaluation of six systems reveals workload-dependent tradeoffs, favoring hashing for updates and hybrid storage for versatility. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 14409
Venue: VLDB
Year: 2025
Pagerank: 5.093636e-05
Overall Rank: 11,087 | 23.94%
DOI: 10.14778/3712221.3712228

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Yinnian Lin (Peking University)
2. Lei Zou (Peking University)
3. Xunbin Su (Peking University)

BibTeX Citation

@article{lin_vldb25,
        title = {{Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment}},
        author = {Lin, Yinnian and Zou, Lei and Su, Xunbin},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {3},
        pages = {599--612},
        doi = {10.14778/3712221.3712228},
        url = {https://doi.org/10.14778/3712221.3712228},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

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
927	Real-time Constrained Cycle Detection in Large Dynamic Graphs	2018	VLDB	0.00013161079
1,058	Graphflow: An Active Graph Database	2017	SIGMOD	0.00012378784
1,226	LiveGraph: A Transactional Graph Storage System with Purely Sequential Adjacency List Scans	2020	VLDB	0.00011589731
1,511	Speedup Graph Processing by Graph Ordering	2016	SIGMOD	0.00010538011
1,591	SQLGraph: An Efficient Relational-Based Property Graph Store	2015	SIGMOD	0.00010255536
2,112	Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions	2018	SIGMOD	9.1514258e-05
2,141	Teseo and the Analysis of Structural Dynamic Graphs	2021	VLDB	9.0978534e-05
2,498	Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores	2015	VLDB	8.5016595e-05
2,607	GPU-Accelerated Subgraph Enumeration on Partitioned Graphs	2020	SIGMOD	8.3489531e-05
2,950	An Adaptive Packed-Memory Array	2006	PODS	7.9260861e-05
3,027	Sortledton: a Universal, Transactional Graph Data Structure	2022	VLDB	7.8374092e-05
3,068	RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s	2021	SIGMOD	7.7939351e-05
3,201	Apples and Oranges: A Comparison of RDF Benchmarks and Real RDF Datasets	2011	SIGMOD	7.6419269e-05
3,686	Accelerating Triangle Counting on GPU	2021	SIGMOD	7.2029305e-05
3,778	Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs	2021	SIGMOD	7.1334329e-05
4,171	Accelerating Dynamic Graph Analytics on GPUs	2018	VLDB	6.8537202e-05
5,422	GPU Database Systems Characterization and Optimization	2024	VLDB	6.2245373e-05

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#	Overall Rank	Paper	Year	Venue
1	3,303	A Distributed Multi-GPU System for Fast Graph Processing	2018	VLDB
2	4,157	GPU-based Graph Traversal on Compressed Graphs	2019	SIGMOD
3	9,624	RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries	2025	VLDB
4	5,422	GPU Database Systems Characterization and Optimization	2024	VLDB
5	6,835	GPU-accelerated data management under the test of time	2020	CIDR
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7	5,597	Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses	2024	VLDB
8	3,109	Managing Large Dynamic Graphs Efficiently	2012	SIGMOD
9	8,154	Revisiting the Design of In-Memory Dynamic Graph Storage	2025	SIGMOD
10	4,171	Accelerating Dynamic Graph Analytics on GPUs	2018	VLDB