Dynamic Scaling for Parallel Graph Computations
Summary: Dynamic graph scaling jointly optimizes balance, replication, and migration—an intractable tri-criteria problem even for constant-scale changes. It introduces consistent-hashing approximations with guarantees and a generic wrapper that adaptively scales any vertex partitioner. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Wenfei Fan (Beihang University; Shenzhen University; University of Edinburgh)
- 2. Chunming Hu (Beihang University)
- 3. Muyang Liu (University of Edinburgh)
- 4. Ping Lu (Beihang University)
- 5. Qiang Yin (Alibaba)
- 6. Jingren Zhou (Alibaba)
BibTeX Citation
@article{fan_vldb19,
title = {{Dynamic Scaling for Parallel Graph Computations}},
author = {Fan, Wenfei and Hu, Chunming and Liu, Muyang and Lu, Ping and Yin, Qiang and Zhou, Jingren},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {8},
pages = {877--890},
doi = {10.14778/3324301.3324305},
url = {https://doi.org/10.14778/3324301.3324305},
year = {2019}
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 641 | Relational Cloud: A Database-as-a-Service for the Cloud | 2011 | CIDR | 0.00015400863 |
| 956 | Parallelizing Sequential Graph Computations | 2017 | SIGMOD | 0.0001297452 |
| 2,332 | LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs | 2016 | VLDB | 8.7410236e-05 |
| 3,104 | Energy Management for MapReduce Clusters | 2010 | VLDB | 7.7552953e-05 |
| 3,225 | A Scalable Distributed Graph Partitioner | 2015 | VLDB | 7.6245396e-05 |
| 4,448 | LogGP: A Log-based Dynamic Graph Partitioning Method | 2014 | VLDB | 6.6977422e-05 |
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