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AQETuner: Reliable Query-level Configuration Tuning for Analytical Query Engines

Summary: AQETuner: BO-based per-query tuner for analytical query engines using attention to jointly encode knobs + query plans, capturing knob→plan effects. Dual-task Neural Process predicts latency and failures while PSO supplies parallel cold-start samples, improving latency 23.7% and failures 51.2%. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13913
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,633 | 26.03%
DOI
10.14778/3742728.3742759

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,251 Pisco: An Isolation Bug Case Reduction and Deduplication Framework 2026 VLDB 4.1945683e-05
10,293 Vodka: Rethink Benchmarking Philosophy in HTAP Systems 2026 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
424 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00023616398
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
629 Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors 2009 VLDB 0.00018942366
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
782 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016729063
1,354 Managing Intra-operator Parallelism in Parallel Database Systems 1995 VLDB 0.00012408166
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011049779
1,902 Black or White? How to Develop an AutoTuner for Memory-based Analytics 2020 SIGMOD 0.00010157713
3,169 QueryFormer: A Tree Transformer Model for Query Plan Representation 2022 VLDB 7.4498425e-05
3,522 ResTune: Resource Oriented Tuning Boosted by Meta-Learning for Cloud Databases 2021 SIGMOD 7.0096727e-05
3,812 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 6.7373184e-05
4,265 CGPTuner: a Contextual Gaussian Process Bandit Approach for the Automatic Tuning of IT Configurations Under Varying Workload Conditions 2021 VLDB 6.3097793e-05
4,399 HUNTER: An Online Cloud Database Hybrid Tuning System for Personalized Requirements 2022 SIGMOD 6.2225151e-05
4,543 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 6.1011198e-05
4,842 Towards Dynamic and Safe Configuration Tuning for Cloud Databases 2022 SIGMOD 5.8826802e-05
5,531 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 5.4549499e-05
7,330 Lemo: A Cache-Enhanced Learned Optimizer for Concurrent Queries 2023 SIGMOD 4.7609373e-05
8,046 Bouncer: Admission Control with Response Time Objectives for Low-latency Online Data Systems 2024 SIGMOD 4.598406e-05
8,834 ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation 2024 SIGMOD 4.4394021e-05
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