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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
4.3346412e-05
Overall Rank
9,467 | 34.14%
DOI
-

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Incoming Citations (Sorted by Pagerank)

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 0.00036721403
340 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026841628
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
716 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017723171
801 SageDB: A Learned Database System 2019 CIDR 0.00016505496
884 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015654004
1,022 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014614917
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,322 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012610912
1,432 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.00012017544
1,443 Compressing SQL Workloads 2002 SIGMOD 0.00011947004
1,827 An Inquiry into Machine Learning-based Automatic Configuration Tuning Services on Real-World Database Management Systems 2021 VLDB 0.00010390548
2,047 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 9.6920209e-05
2,230 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2322426e-05
2,307 On Predictive Modeling for Optimizing Transaction Execution in Parallel OLTP Systems 2012 VLDB 9.0599752e-05
2,384 Oracle AutoML: A Fast and Predictive AutoML Pipeline 2020 VLDB 8.925354e-05
2,994 Data Generation for Application-Specific Benchmarking 2011 VLDB 7.761114e-05
3,070 Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration 2014 SIGMOD 7.6137064e-05
3,098 Oracle Database Replay 2008 SIGMOD 7.5646066e-05
3,142 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4815444e-05
3,248 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 7.3258782e-05
3,844 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 6.7076451e-05
4,152 openGauss: An Autonomous Database System 2021 VLDB 6.4060406e-05
4,227 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 6.3434324e-05
4,240 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3318228e-05
4,468 Comprehensive and Efficient Workload Compression 2021 VLDB 6.1584035e-05
4,590 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0620053e-05
4,913 UDO: Universal Database Optimization using Reinforcement Learning 2021 VLDB 5.8316231e-05
5,942 SAM: Database Generation from Query Workloads with Supervised Autoregressive Models 2022 SIGMOD 5.2634242e-05
6,366 ISUM: Efficiently Compressing Large and Complex Workloads for Scalable Index Tuning 2022 SIGMOD 5.0943443e-05
6,519 Expand your Training Limits! Generating Training Data for ML-based Data Management 2021 SIGMOD 5.0316686e-05
7,759 Dscaler: Synthetically Scaling A Given Relational Database 2016 VLDB 4.6593145e-05
7,895 HYDRA: A Dynamic Big Data Regenerator 2018 VLDB 4.623701e-05
8,082 Tastes Great! Less Filling! High Performance and Accurate Training Data Collection for Self-Driving Database Management Systems 2022 SIGMOD 4.5905454e-05
9,292 Farm Your ML-based Query Optimizer's Food! - Human-Guided Training Data Generation - 2022 CIDR 4.3619543e-05
9,835 Is Data Management the Beating Heart of AI Systems? 2022 SIGMOD 4.2747054e-05
9,836 Projection-Compliant Database Generation 2022 VLDB 4.2747054e-05
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