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Database Gyms

Summary: Introduces a "database gym": an integrated environment with a unified API of pluggable components that uses the DBMS itself to simulate workloads and collect training data exposing workload trends and cross-subsystem interactions. Outlines methods to meet DBMS-simulation challenges—performance, fidelity, and DBMS-generated hints—to enable holistic ML-driven tuning and accelerate model training and evaluation. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
475
Venue
CIDR
Year
2023
Pagerank
4.3304872e-05
Overall Rank
9,469 | 34.20%
DOI
-

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Showing 7 of 7 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
339 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026895683
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
634 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018844568
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
1,024 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014601525
1,273 Amazon Redshift Re-invented 2022 SIGMOD 0.00012870386
1,321 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012605455
1,431 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.00012021808
1,443 Compressing SQL Workloads 2002 SIGMOD 0.00011944621
1,816 An Inquiry into Machine Learning-based Automatic Configuration Tuning Services on Real-World Database Management Systems 2021 VLDB 0.00010438512
2,050 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 9.6883066e-05
2,239 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2163469e-05
2,309 On Predictive Modeling for Optimizing Transaction Execution in Parallel OLTP Systems 2012 VLDB 9.0630462e-05
2,386 Oracle AutoML: A Fast and Predictive AutoML Pipeline 2020 VLDB 8.9167446e-05
2,996 Data Generation for Application-Specific Benchmarking 2011 VLDB 7.7580926e-05
3,076 Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration 2014 SIGMOD 7.6063803e-05
3,102 Oracle Database Replay 2008 SIGMOD 7.5604346e-05
3,144 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4844943e-05
3,241 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 7.32744e-05
3,838 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 6.7113252e-05
4,151 openGauss: An Autonomous Database System 2021 VLDB 6.4020605e-05
4,216 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3448176e-05
4,227 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 6.3381409e-05
4,469 Comprehensive and Efficient Workload Compression 2021 VLDB 6.1535623e-05
4,587 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0594195e-05
4,730 UDO: Universal Database Optimization using Reinforcement Learning 2021 VLDB 5.9604983e-05
5,944 SAM: Database Generation from Query Workloads with Supervised Autoregressive Models 2022 SIGMOD 5.2583712e-05
6,364 ISUM: Efficiently Compressing Large and Complex Workloads for Scalable Index Tuning 2022 SIGMOD 5.0895007e-05
6,507 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 5.0273414e-05
7,760 Dscaler: Synthetically Scaling A Given Relational Database 2016 VLDB 4.6548456e-05
7,895 HYDRA: A Dynamic Big Data Regenerator 2018 VLDB 4.6192674e-05
8,036 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 4.5965825e-05
9,297 Farm Your ML-based Query Optimizer's Food! - Human-Guided Training Data Generation - 2022 CIDR 4.357774e-05
9,834 Is Data Management the Beating Heart of AI Systems? 2022 SIGMOD 4.2706095e-05
9,835 Projection-Compliant Database Generation 2022 VLDB 4.2706095e-05
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