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Toward Drift-Aware Database Benchmarking

Summary: Introduces a taxonomy and executable DriftSpec language for modeling data and workload drift. DriftBench generates controlled evolution, enabling continuous, standardized evaluation of caches, estimators, indexes, and optimizers beyond static benchmarks. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14508
Venue
VLDB
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,569 | 27.49%
DOI
10.14778/3811243.3811254

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{liu_vldb26,
        title = {{Toward Drift-Aware Database Benchmarking}},
        author = {Liu, Guanli and Borovica-Gajic, Renata},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {8},
        pages = {1818--1825},
        doi = {10.14778/3811243.3811254},
        url = {https://doi.org/10.14778/3811243.3811254},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 34 of 34 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0020210012
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.001157935
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035838391
154 Neo: A Learned Query Optimizer 2019 VLDB 0.00028726181
226 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00024027277
378 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00019638121
401 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019092557
477 The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds 2020 VLDB 0.00017851226
697 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014888851
734 QAGen: Generating Query-Aware Test Databases 2007 SIGMOD 0.00014525584
790 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.0001401445
847 Benchmarking Learned Indexes 2021 VLDB 0.0001365768
873 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00013481915
1,241 Balsa: Learning a Query Optimizer Without Expert Demonstrations 2022 SIGMOD 0.00011521639
1,832 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 9.6607418e-05
1,840 Effectively Learning Spatial Indices 2020 VLDB 9.6404567e-05
2,408 Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet 2024 VLDB 8.6154404e-05
2,806 Are Updatable Learned Indexes Ready? 2022 VLDB 8.1013097e-05
3,994 Generating Databases for Query Workloads 2010 VLDB 6.9686731e-05
4,516 The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures 2022 SIGMOD 6.6489359e-05
4,612 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.6072026e-05
4,751 The RLR-Tree: A Reinforcement Learning Based R-Tree for Spatial Data 2023 SIGMOD 6.5241784e-05
5,423 Updatable Learned Indexes Meet Disk-Resident DBMS - From Evaluations to Design Choices 2023 SIGMOD 6.2242567e-05
5,744 SQLStorm: Taking Database Benchmarking into the LLM Era 2025 VLDB 6.1019672e-05
6,323 Modeling Shifting Workloads for Learned Database Systems 2024 SIGMOD 5.9141228e-05
6,335 QUILTS: Multidimensional Partitioning Framework Based on Query-Aware and Skew-Tolerant Space-Filling Curves 2017 SIGMOD 5.9090498e-05
6,459 LMSFC: A Novel Multidimensional Index based on Learned Monotonic Space Filling Curves 2023 VLDB 5.8727182e-05
7,580 Sibyl: Forecasting Time-Evolving Query Workloads 2024 SIGMOD 5.5925285e-05
8,003 Towards Designing and Learning Piecewise Space-Filling Curves 2023 VLDB 5.5084586e-05
8,221 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 5.4640314e-05
8,467 LST-Bench: Benchmarking Log-Structured Tables in the Cloud 2024 SIGMOD 5.4187125e-05
9,024 Demonstrating SQLBarber: Leveraging Large Language Models to Generate Customized and Realistic SQL Workloads 2025 SIGMOD 5.3299884e-05
11,342 Efficient Cost Modeling of Space-filling Curves 2024 VLDB 5.093636e-05
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