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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
12510
Venue
VLDB
Year
2021
Pagerank
6.4020605e-05
Overall Rank
4,151 | 71.16%
DOI
10.14778/3476311.3476380

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
2,289 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.0922439e-05
3,241 A Learned Query Rewrite System using Monte Carlo Tree Search 2022 VLDB 7.32744e-05
3,435 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.0946114e-05
3,455 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0760196e-05
3,729 Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection 2022 VLDB 6.8078013e-05
4,382 HTAP Databases: What is New and What is Next 2022 SIGMOD 6.2318984e-05
4,543 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 6.0953507e-05
5,759 Hu-Fu: Efficient and Secure Spatial Queries over Data Federation 2022 VLDB 5.3372523e-05
5,787 Machine Learning for Databases 2021 VLDB 5.3256401e-05
6,263 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.1300221e-05
6,753 Breaking It Down: An In-depth Study of Index Advisors 2024 VLDB 4.9345582e-05
6,883 PilotScope: Steering Databases with Machine Learning Drivers 2024 VLDB 4.8918682e-05
7,030 R-Bot: An LLM-based Query Rewrite System 2025 VLDB 4.8518029e-05
7,308 DBMind: A Self-Driving Platform in openGauss 2021 VLDB 4.7620018e-05
7,993 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 4.6080455e-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
8,095 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 4.5837691e-05
8,099 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 4.58218e-05
8,150 Cloud Databases: New Techniques, Challenges, and Opportunities 2022 VLDB 4.5714701e-05
8,365 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.5305127e-05
8,660 Learned Offline Query Planning via Bayesian Optimization 2025 SIGMOD 4.4680058e-05
8,834 ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation 2024 SIGMOD 4.4351469e-05
9,193 Including Bloom Filters in Bottom-up Optimization 2025 SIGMOD 4.372803e-05
9,215 PACE: Poisoning Attacks on Learned Cardinality Estimation 2024 SIGMOD 4.3679174e-05
9,372 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 4.3461481e-05
9,469 Database Gyms 2023 CIDR 4.3304872e-05
10,679 Chimera: Mitigating Ownership Transfers in Multi-Primary Shared-Storage Cloud-Native Databases 2025 VLDB 4.1905499e-05
10,876 LASER: Buffer-Aware Learned Query Scheduling in Master-Standby Databases 2025 VLDB 4.1905499e-05
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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
107 Extensible/Rule Based Query Rewrite Optimization in Starburst 1992 SIGMOD 0.00048363446
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
203 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034868567
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
517 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021193179
542 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020522627
606 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019251186
716 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.00017623897
752 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00017138049
760 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00017003914
779 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016719473
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
804 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.0001643674
811 Left-Deep Vs. Bushy Trees: An Analysis Of Strategy Spaces And Its Implications For Query Optimization 1991 SIGMOD 0.00016385568
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
905 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423174
1,024 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014601525
1,321 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012605455
1,721 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010741822
1,727 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010731889
1,921 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 0.00010085899
2,022 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 9.7623022e-05
2,140 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4565836e-05
2,222 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.2598438e-05
2,667 Statistical Learning Techniques for Costing XML Queries 2005 VLDB 8.3444649e-05
3,466 AI Meets Database: AI4DB and DB4AI 2021 SIGMOD 7.0645718e-05
3,580 Query Performance Prediction for Concurrent Queries using Graph Embedding 2020 VLDB 6.9460425e-05
3,692 iBTune: Individualized Buffer Tuning for Large-scale Cloud Databases 2019 VLDB 6.8328808e-05
4,075 Towards Predicting Query Execution Time for Concurrent and Dynamic Database Workloads 2013 VLDB 6.4699689e-05
4,621 Automated Generation of Materialized Views in Oracle 2020 VLDB 6.036749e-05
4,938 Why Did My Query Slow Down? 2009 CIDR 5.8140945e-05
5,184 Query Optimization in Oracle 12c Database In-Memory 2015 VLDB 5.6360141e-05
5,787 Machine Learning for Databases 2021 VLDB 5.3256401e-05
6,125 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.1949154e-05
6,655 Fast and Effective Distribution-Key Recommendation for Amazon Redshift 2020 VLDB 4.9693109e-05
7,308 DBMind: A Self-Driving Platform in openGauss 2021 VLDB 4.7620018e-05
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