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Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing

Summary: Pensieve: skewness-aware multi-version graph storage for efficient version switching. Differentiated storage by vertex degree (copy for low-degree, delta for high-degree) and a last-root, time-locality switching scheme on Ligra reduce memory footprint and speed up access to recent versions vs state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5865
Venue
SIGMOD
Year
2020
Pagerank
5.2028745e-05
Overall Rank
9,884 | 32.19%
DOI
10.1145/3318464.3380590

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ying_sigmod20,
        title = {{Pensieve: Skewness-Aware Version Switching for Efficient Graph Processing}},
        author = {Ying, Tangwei and Chen, Hanhua and Jin, Hai},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3380590},
        url = {https://dl.acm.org/doi/10.1145/3318464.3380590},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
8,647 Auxo: A Scalable and Efficient Graph Stream Summarization Structure 2023 VLDB 5.3921304e-05
9,624 RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries 2025 VLDB 5.2434488e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
1,349 Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff 2015 VLDB 0.00011069122
3,594 On Querying Historical Evolving Graph Sequences 2011 VLDB 7.2736453e-05
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