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LASER: Buffer-Aware Learned Query Scheduling in Master-Standby Databases

Summary: LASER introduces a buffer-aware query scheduler for master-standby DBs that uses a lightweight learned model to map queries to accessed data blocks and drive allocation/reordering to maximize buffer reuse. No pre-training, online updates and load-balanced scheduling yield ~80% lower query completion time vs heuristics. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14233
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,872 | 24.37%
DOI
10.14778/3712221.3712239

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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
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
782 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016729063
826 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016224841
2,115 LISA: A Learned Index Structure for Spatial Data 2020 SIGMOD 9.5257379e-05
2,459 Multi-dimensional Resource Scheduling for Parallel Queries 1996 SIGMOD 8.7676516e-05
2,691 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 8.2909126e-05
3,821 Locality-aware Partitioning in Parallel Database Systems 2015 SIGMOD 6.7281515e-05
4,152 openGauss: An Autonomous Database System 2021 VLDB 6.4060406e-05
4,543 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 6.1011198e-05
4,593 Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift 2023 SIGMOD 6.0606891e-05
4,610 Deployment of Query Plans on Multicores 2015 VLDB 6.0516573e-05
5,212 Self-Tuning Query Scheduling for Analytical Workloads 2021 SIGMOD 5.6262923e-05
5,531 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 5.4549499e-05
5,671 LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems 2022 SIGMOD 5.3803919e-05
7,221 Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation 2023 SIGMOD 4.797194e-05
7,388 Distribution-Based Query Scheduling 2013 VLDB 4.7437725e-05
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