Incrementalization of Graph Partitioning Algorithms
Summary: Formalizes incremental graph partitioning, proving tri-criteria optimization NP-complete even for constant updates and unbounded under update-local costs. Derives vertex-/edge-cut incrementalizers preserving balance and cut guarantees, with repartitioning determined solely by ΔG. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenfei Fan (Beihang University; Shenzhen University; University of Edinburgh)
- 2. Muyang Liu (University of Edinburgh)
- 3. Chao Tian (Alibaba)
- 4. Ruiqi Xu (University of Edinburgh)
- 5. Jingren Zhou (Alibaba)
BibTeX Citation
@article{fan_vldb20,
title = {{Incrementalization of Graph Partitioning Algorithms}},
author = {Fan, Wenfei and Liu, Muyang and Tian, Chao and Xu, Ruiqi and Zhou, Jingren},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {8},
pages = {1261--1274},
doi = {10.14778/3389133.3389142},
url = {https://doi.org/10.14778/3389133.3389142},
year = {2020}
}
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,676 | Relative Subboundedness of Contraction Hierarchy and Hierarchical 2-Hop Index in Dynamic Road Networks | 2022 | SIGMOD | 7.0882436e-05 |
| 4,557 | Incrementalizing Graph Algorithms | 2021 | SIGMOD | 6.5264915e-05 |
| 5,743 | Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints | 2021 | SIGMOD | 5.9933367e-05 |
| 7,020 | RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing | 2024 | VLDB | 5.6038946e-05 |
| 8,814 | CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics | 2025 | VLDB | 5.2568779e-05 |
| 9,768 | Approximate Anchored Densest Subgraph Search on Large Static and Dynamic Graphs | 2025 | VLDB | 5.115551e-05 |
| 10,196 | Automating Incremental Graph Processing with Flexible Memoization | 2021 | VLDB | 5.0514463e-05 |
| 11,362 | Triparts: Scalable Streaming Graph Partitioning to Enhance Community Structure | 2025 | VLDB | 4.9605343e-05 |
| 11,506 | A Single Machine System for Querying Big Graphs with PRAM | 2025 | VLDB | 4.9605343e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 22 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00056028465 |
| 902 | Parallelizing Sequential Graph Computations | 2017 | SIGMOD | 0.00013142001 |
| 2,391 | LEOPARD: Lightweight Edge-Oriented Partitioning and Replication for Dynamic Graphs | 2016 | VLDB | 8.5205469e-05 |
| 2,854 | Incremental Graph Computations: Doable and Undoable | 2017 | SIGMOD | 7.9179612e-05 |
| 3,295 | A Scalable Distributed Graph Partitioner | 2015 | VLDB | 7.4292699e-05 |
| 3,837 | Distributed Edge Partitioning for Trillion-edge Graphs | 2019 | VLDB | 6.9708593e-05 |
| 4,560 | LogGP: A Log-based Dynamic Graph Partitioning Method | 2014 | VLDB | 6.523673e-05 |
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| 5 | 1,323 | Incremental Graph Pattern Matching | 2011 | SIGMOD |
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| 7 | 2,854 | Incremental Graph Computations: Doable and Undoable | 2017 | SIGMOD |
| 8 | 4,823 | Multi-Dimensional Balanced Graph Partitioning via Projected Gradient Descent | 2019 | VLDB |
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