TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing
Summary: TopoX uses topology refactorization (TR) to decouple comms and load balancing. Fusion merges low-degree neighborhoods into supernodes; fission splits hub nodes for better comm., enabling a pipeline beating PowerLyra by up to 78% on real graphs. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Dongsheng Li (National University of Defense Technology)
- 2. Yiming Zhang (National University of Defense Technology)
- 3. Jinyan Wang (National University of Defense Technology)
- 4. Kian-Lee Tan (National University of Singapore)
BibTeX Citation
@article{li_vldb19,
title = {{TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing}},
author = {Li, Dongsheng and Zhang, Yiming and Wang, Jinyan and Tan, Kian-Lee},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {8},
pages = {891--905},
doi = {10.14778/3324301.3324306},
url = {https://doi.org/10.14778/3324301.3324306},
year = {2019}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,455 | Application Driven Graph Partitioning | 2020 | SIGMOD | 6.5921511e-05 |
| 7,000 | RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing | 2024 | VLDB | 5.6251489e-05 |
| 7,248 | Distributed Hop-Constrained s-t Simple Path Enumeration at Billion Scale | 2022 | VLDB | 5.5746656e-05 |
| 7,281 | Towards Distributed Bitruss Decomposition on Bipartite Graphs | 2022 | VLDB | 5.5666074e-05 |
| 8,787 | CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics | 2025 | VLDB | 5.276816e-05 |
| 9,746 | Graphite: A NUMA-aware HPC System for Graph Analytics Based on a new MPI * X Parallelism Model | 2020 | VLDB | 5.1349531e-05 |
| 11,448 | A Single Machine System for Querying Big Graphs with PRAM | 2025 | VLDB | 4.9793485e-05 |
| 11,571 | FSM: A Fine-grained Splitting and Merging Framework for Dual-balanced Graph Partition | 2024 | VLDB | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 18 of 18 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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| 1 | 9,394 | GraphTwist: Fast Iterative Graph Computation with Two-tier Optimizations | 2015 | VLDB |
| 2 | 11,571 | FSM: A Fine-grained Splitting and Merging Framework for Dual-balanced Graph Partition | 2024 | VLDB |
| 3 | 11,480 | Topology-aware Parallel Joins | 2024 | PODS |
| 4 | 2,248 | Streaming Graph Partitioning: An Experimental Study | 2018 | VLDB |
| 5 | 4,285 | TurboGraph++: A Scalable and Fast Graph Analytics System | 2018 | SIGMOD |
| 6 | 496 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB |
| 7 | 5,730 | Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints | 2021 | SIGMOD |
| 8 | 6,687 | Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning | 2024 | SIGMOD |
| 9 | 8,550 | Topology-aware Parallel Data Processing: Models, Algorithms and Systems at Scale | 2020 | CIDR |
| 10 | 1,907 | An Experimental Comparison of Partitioning Strategies in Distributed Graph Processing | 2017 | VLDB |