Database Paper Browser

Back to papers

openGauss: An Autonomous Database System

Summary: Autonomous DB framework integrating learning-based optimizers and advisors into openGauss: learned rewrite, learned cost/cardinality estimation, join-order and operator selection. Validation, training-data/model-management platforms, and real-world evaluation enable deployment in production data-management systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12509
Venue
VLDB
Year
2021
Pagerank
6.4060406e-05
Overall Rank
4,152 | 71.12%
DOI
10.14778/3476311.3476380

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
2,290 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.0934125e-05
3,248 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 7.3258782e-05
3,429 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.1010535e-05
3,449 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0824319e-05
3,727 Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection 2022 VLDB 6.8141709e-05
4,284 HTAP Databases: What is New and What is Next 2022 SIGMOD 6.2914924e-05
4,543 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 6.1011198e-05
5,746 Hu-Fu: Efficient and Secure Spatial Queries over Data Federation 2022 VLDB 5.3420687e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
6,263 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.1349507e-05
6,750 Breaking It Down: An In-depth Study of Index Advisors 2024 VLDB 4.9392771e-05
6,885 PilotScope: Steering Databases with Machine Learning Drivers 2024 VLDB 4.895386e-05
7,035 R-Bot: An LLM-based Query Rewrite System 2025 VLDB 4.8548467e-05
7,309 DBMind: A Self-Driving Platform in openGauss 2021 VLDB 4.766574e-05
7,543 Cloud Databases: New Techniques, Challenges, and Opportunities 2022 VLDB 4.715241e-05
7,989 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 4.6124681e-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
8,095 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 4.5865778e-05
8,103 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 4.5852201e-05
8,659 Learned Offline Query Planning via Bayesian Optimization 2025 SIGMOD 4.4722928e-05
8,688 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.4673127e-05
8,834 ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation 2024 SIGMOD 4.4394021e-05
9,189 Including Bloom Filters in Bottom-up Optimization 2025 SIGMOD 4.3769978e-05
9,213 PACE: Poisoning Attacks on Learned Cardinality Estimation 2024 SIGMOD 4.3721075e-05
9,364 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 4.3502487e-05
9,467 Database Gyms 2023 CIDR 4.3346412e-05
10,671 Chimera: Mitigating Ownership Transfers in Multi-Primary Shared-Storage Cloud-Native Databases 2025 VLDB 4.1945683e-05
10,872 LASER: Buffer-Aware Learned Query Scheduling in Master-Standby Databases 2025 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

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
106 Extensible/Rule Based Query Rewrite Optimization in Starburst 1992 SIGMOD 0.00048400734
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
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
516 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021196031
544 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020521965
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
718 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.0001763106
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
765 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00017016449
782 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016729063
801 SageDB: A Learned Database System 2019 CIDR 0.00016505496
806 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.00016434274
813 Left-Deep Vs. Bushy Trees: An Analysis Of Strategy Spaces And Its Implications For Query Optimization 1991 SIGMOD 0.0001639584
884 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015654004
910 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423056
1,022 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014614917
1,322 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012610912
1,729 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.0001073728
1,737 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010720294
1,922 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 0.00010082599
2,020 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 9.762624e-05
2,139 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4640037e-05
2,219 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.2623533e-05
2,665 Statistical Learning Techniques for Costing XML Queries 2005 VLDB 8.3498101e-05
3,269 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 7.2998062e-05
3,473 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.062864e-05
3,580 Query Performance Prediction for Concurrent Queries using Graph Embedding 2020 VLDB 6.9500996e-05
4,088 Towards Predicting Query Execution Time for Concurrent and Dynamic Database Workloads 2013 VLDB 6.4603918e-05
4,623 Automated Generation of Materialized Views in Oracle 2020 VLDB 6.0411909e-05
4,936 Why Did My Query Slow Down? 2009 CIDR 5.8193534e-05
5,186 Query Optimization in Oracle 12c Database In-Memory 2015 VLDB 5.6400929e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
6,124 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.1988046e-05
6,659 Fast and Effective Distribution-Key Recommendation for Amazon Redshift 2020 VLDB 4.9710856e-05
7,309 DBMind: A Self-Driving Platform in openGauss 2021 VLDB 4.766574e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
9,776 Structure-Aware Machine Learning over Multi-Relational Databases 2021 SIGMOD 4.2856106e-05
8,688 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.4673127e-05
11,350 DeepO: A Learned Query Optimizer 2022 SIGMOD 4.1945683e-05
6,456 From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems 2019 SIGMOD 5.0564619e-05
6,151 An Efficient Transfer Learning Based Configuration Adviser for Database Tuning 2024 VLDB 5.183652e-05
8,659 Learned Offline Query Planning via Bayesian Optimization 2025 SIGMOD 4.4722928e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
3,658 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 6.8704209e-05
5,640 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 5.3933314e-05
7,309 DBMind: A Self-Driving Platform in openGauss 2021 VLDB 4.766574e-05