Select Edges Wisely: Monotonic Path Aware Graph Layout Optimization for Disk-based ANN Search
Summary: MARGO optimizes disk-resident ANN graph layouts by weighting edges according to their importance in monotonic search paths, with theoretical grounding. A two-stage, parallel greedy layout and on-the-fly weighting improve search efficiency up to 26.6% and optimization speed 5.5×. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ziyang Yue (Huazhong University of Science and Technology)
- 2. Bolong Zheng (Huazhong University of Science and Technology)
- 3. Ling Xu (Shuyi Technology)
- 4. Kanru Xu (Shuyi Technology)
- 5. Shuhao Zhang (Huazhong University of Science and Technology)
- 6. Yajuan Du (Wuhan University)
- 7. Yunjun Gao (Zhejiang University)
- 8. Xiaofang Zhou (Hong Kong University of Science and Technology)
- 9. Christian S. Jensen (Aalborg University)
BibTeX Citation
@article{yue_vldb25,
title = {{Select Edges Wisely: Monotonic Path Aware Graph Layout Optimization for Disk-based ANN Search}},
author = {Yue, Ziyang and Zheng, Bolong and Xu, Ling and Xu, Kanru and Zhang, Shuhao and Du, Yajuan and Gao, Yunjun and Zhou, Xiaofang and Jensen, Christian S.},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {11},
pages = {4337--4349},
doi = {10.14778/3749646.3749697},
url = {https://doi.org/10.14778/3749646.3749697},
year = {2025}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,163 | GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search | 2026 | SIGMOD | 5.0682654e-05 |
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Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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