GraphCSR: A Degree-Equalized CSR Format for Large-scale Graph Processing
Summary: GraphCSR: degree-equalized CSR aggregating low-degree vertices into synthetic high-degree groups, storing only group start indices for group-wise compression and batched memory access. Cuts memory and improves throughput across graph algorithms, scaling to 79,024 nodes and surpassing the top Graph500 system. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Xinbiao Gan (University of Defense Technology)
- 2. Tiejun Li (University of Defense Technology)
- 3. Chunye Gong (National Supercomputer Center in Tianjin)
- 4. Dongsheng Li (University of Defense Technology)
- 5. Dezun Dong (University of Defense Technology)
- 6. Jie Liu (University of Defense Technology)
- 7. Kai Lu (University of Defense Technology)
BibTeX Citation
@article{gan_vldb25,
title = {{GraphCSR: A Degree-Equalized CSR Format for Large-scale Graph Processing}},
author = {Gan, Xinbiao and Li, Tiejun and Gong, Chunye and Li, Dongsheng and Dong, Dezun and Liu, Jie and Lu, Kai},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {11},
pages = {4255--4268},
doi = {10.14778/3749646.3749691},
url = {https://doi.org/10.14778/3749646.3749691},
year = {2025}
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 419 | Cypher: An Evolving Query Language for Property Graphs | 2018 | SIGMOD | 0.0001854669 |
| 783 | Distance-Join: Pattern Match Query In a Large Graph Database | 2009 | VLDB | 0.00014021799 |
| 1,804 | gStore: Answering SPARQL Queries via Subgraph Matching | 2011 | VLDB | 9.6025094e-05 |
| 2,774 | GraphScope: A Unified Engine For Big Graph Processing | 2021 | VLDB | 8.0327008e-05 |
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