Locality-Aware Cache Replacement Policy for Graph Traversals
Summary: LAC: a graph-locality-aware cache replacement policy that leverages graph-ordering serialization layout to turn spatial locality on disk pages into predicted temporal reuse for cache eviction. Beats GCLOCK across graphs/queries, reducing page faults and latency up to 1.42× (sim) / 1.23× (Neo4j). (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Zeynep Korkmaz (University of Waterloo)
- 2. M. Tamer Özsu (University of Waterloo)
- 3. Khuzaima Daudjee (University of Waterloo)
BibTeX Citation
@article{korkmaz_vldb25,
title = {{Locality-Aware Cache Replacement Policy for Graph Traversals}},
author = {Korkmaz, Zeynep and Özsu, M. Tamer and Daudjee, Khuzaima},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {9},
pages = {2859--2871},
doi = {10.14778/3746405.3746413},
url = {https://doi.org/10.14778/3746405.3746413},
year = {2025}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 231 | The LRU-K Page Replacement Algorithm For Database Disk Buffering | 1993 | SIGMOD | 0.00023846898 |
| 264 | The Ubiquity of Large Graphs and Surprising Challenges of Graph Processing | 2018 | VLDB | 0.00022980015 |
| 426 | The LDBC Social Network Benchmark: Interactive Workload | 2015 | SIGMOD | 0.00018692185 |
| 1,511 | Speedup Graph Processing by Graph Ordering | 2016 | SIGMOD | 0.00010538011 |
| 1,911 | Fast Iterative Graph Computation with Block Updates | 2013 | VLDB | 9.4965133e-05 |
| 2,126 | Kuzu* Graph Database Management System | 2023 | CIDR | 9.1329991e-05 |
| 5,075 | CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor | 2024 | VLDB | 6.3740128e-05 |
| 6,490 | CAVE: Concurrency-Aware Graph Processing on SSDs | 2024 | SIGMOD | 5.8643667e-05 |
| 8,933 | Caching at the Web Scale | 2017 | VLDB | 5.3483178e-05 |
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