SCOUT: Prefetching for Latent Structure Following Queries
Summary: SCOUT accelerates interactive range-query sequences over massive spatial simulations by inferring the latent structure being followed from an approximate graph of past queries. Structure-aware prefetching achieves 71–92% accuracy and 4–15× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Farhan Tauheed (EPFL)
- 2. Thomas Heinis (EPFL)
- 3. Felix Schürmann (EPFL)
- 4. Henry Markram (EPFL)
- 5. Anastasia Ailamaki (EPFL)
BibTeX Citation
@article{tauheed_vldb12,
title = {{SCOUT: Prefetching for Latent Structure Following Queries}},
author = {Tauheed, Farhan and Heinis, Thomas and Schürmann, Felix and Markram, Henry and Ailamaki, Anastasia},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {5},
number = {11},
pages = {1531--1544},
doi = {10.14778/2350229.2350249},
url = {https://doi.org/10.14778/2350229.2350249},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,215 | Overview of Data Exploration Techniques | 2015 | SIGMOD | 0.00011492648 |
| 6,182 | Evaluating Interactive Data Systems: Workloads, Metrics, and Guidelines | 2018 | SIGMOD | 5.8588933e-05 |
| 6,875 | Towards Democratizing Relational Data Visualization | 2019 | SIGMOD | 5.6589849e-05 |
| 8,508 | T-Part: Partitioning of Transactions for Forward-Pushing in Deterministic Database Systems | 2016 | SIGMOD | 5.3268696e-05 |
| 11,568 | SeLeP: Learning Based Semantic Prefetching for Exploratory Database Workloads | 2024 | VLDB | 4.9793485e-05 |
| 12,523 | Data-driven Neuroscience: Enabling Breakthroughs Via Innovative Data Management | 2013 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,980 | Efficient Query Processing on Unstructured Tetrahedral Meshes | 2006 | SIGMOD | 4.9793485e-05 |
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