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

Summary: Introduces a conceptual model plus unified metrics/workloads for GPU‑accelerated dynamic graph management. Evaluates six systems (with extensions) to expose tradeoffs—hashing excels at updates; hybrid storage and hardware‑aware selection recommended. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 14221
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,863 | 24.43%
DOI: 10.14778/3712221.3712228

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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
1,394	Real-time Constrained Cycle Detection in Large Dynamic Graphs	2018	VLDB	0.0001221552
1,426	LiveGraph: A Transactional Graph Storage System with Purely Sequential Adjacency List Scans	2020	VLDB	0.00012050977
1,676	Speedup Graph Processing by Graph Ordering	2016	SIGMOD	0.00010946423
1,756	Graphflow: An Active Graph Database	2017	SIGMOD	0.00010664542
1,973	Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions	2018	SIGMOD	9.8913631e-05
2,130	SQLGraph: An Efficient Relational-Based Property Graph Store	2015	SIGMOD	9.4798556e-05
2,751	Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores	2015	VLDB	8.1760621e-05
2,905	Teseo and the Analysis of Structural Dynamic Graphs	2021	VLDB	7.9352789e-05
3,366	An Adaptive Packed-Memory Array	2006	PODS	7.1726818e-05
3,442	Apples and Oranges: A Comparison of RDF Benchmarks and Real RDF Datasets	2011	SIGMOD	7.0907071e-05
3,641	GPU-Accelerated Subgraph Enumeration on Partitioned Graphs	2020	SIGMOD	6.8884895e-05
3,729	Sortledton: a Universal, Transactional Graph Data Structure	2022	VLDB	6.8133526e-05
4,096	RisGraph: A Real-Time Streaming System for Evolving Graphs to Support Sub-millisecond Per-update Analysis at Millions Ops/s	2021	SIGMOD	6.4555664e-05
4,168	Accelerating Triangle Counting on GPU	2021	SIGMOD	6.391271e-05
4,236	Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs	2021	SIGMOD	6.3335374e-05
4,577	Accelerating Dynamic Graph Analytics on GPUs	2018	VLDB	6.0709631e-05
6,066	GPU Database Systems Characterization and Optimization	2024	VLDB	5.2290447e-05

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