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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
5804
Venue
SIGMOD
Year
2020
Pagerank
4.2856385e-05
Overall Rank
9,756 | 32.20%
DOI
10.1145/3318464.3380590

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
8,571 Auxo: A Scalable and Efficient Graph Stream Summarization Structure 2023 VLDB 4.4887087e-05
10,696 RapidStore: An Efficient Dynamic Graph Storage System for Concurrent Queries 2025 VLDB 4.1905499e-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
4 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0019040811
341 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00026850764
1,565 Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff 2015 VLDB 0.00011336478
3,643 On Querying Historical Evolving Graph Sequences 2011 VLDB 6.8856861e-05
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