Database Paper Browser

Back to papers

A Learned Query Rewrite System using Monte Carlo Tree Search

Summary: Policy-tree-based learned rewrite uses Monte Carlo Tree Search to explore rewrite orders, avoiding fixed-order local optima. A learned performance model guides the search; parallel tree exploration speeds up optimization. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12922
Venue
VLDB
Year
2022
Pagerank
7.3258782e-05
Overall Rank
3,248 | 77.41%
DOI
10.14778/3485450.3485456

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
1,956 D-Bot: Database Diagnosis System using Large Language Models 2024 VLDB 9.960627e-05
2,596 WeTune: Automatic Discovery and Verification of Query Rewrite Rules 2022 SIGMOD 8.4729982e-05
3,429 Real-time Workload Pattern Analysis for Large-scale Cloud Databases 2023 VLDB 7.1010535e-05
3,472 LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency 2025 VLDB 7.0639229e-05
3,727 Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection 2022 VLDB 6.8141709e-05
4,388 Proving Query Equivalence Using Linear Integer Arithmetic 2023 SIGMOD 6.2303078e-05
5,023 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 5.75363e-05
5,371 LearnedSQLGen: Constraint-aware SQL Generation using Reinforcement Learning 2022 SIGMOD 5.5428776e-05
5,525 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB 5.4600815e-05
5,640 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 5.3933314e-05
6,379 A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuning 2023 SIGMOD 5.0909479e-05
7,020 LLM for Data Management 2024 VLDB 4.8595728e-05
7,035 R-Bot: An LLM-based Query Rewrite System 2025 VLDB 4.8548467e-05
7,753 Rethinking Learned Cost Models: Why Start from Scratch? 2023 SIGMOD 4.660151e-05
8,020 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 4.6040862e-05
8,103 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 4.5852201e-05
8,345 SlabCity: Whole-Query Optimization using Program Synthesis 2023 VLDB 4.5426916e-05
8,405 Towards Designing and Learning Piecewise Space-Filling Curves 2023 VLDB 4.5224126e-05
8,659 Learned Offline Query Planning via Bayesian Optimization 2025 SIGMOD 4.4722928e-05
8,969 A Learned Query Rewrite System 2023 VLDB 4.4189226e-05
9,006 Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems 2024 VLDB 4.4101482e-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
9,485 Spatial Query Optimization With Learning 2024 VLDB 4.3341665e-05
9,929 Wred: Workload Reduction for Scalable Index Tuning 2024 SIGMOD 4.2510122e-05
9,993 Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More! 2026 CIDR 4.1945683e-05
10,096 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 4.1945683e-05
10,219 Practical Parameterized Query Optimization via Efficient Plan Reuse and List-wise Ranking 2026 SIGMOD 4.1945683e-05
10,475 Cracking SQL Barriers: An LLM-based Dialect Translation System 2025 SIGMOD 4.1945683e-05
10,778 GRewriter: Practical Query Rewriting with Automatic Rule Set Expansion in GaussDB 2025 VLDB 4.1945683e-05
11,290 Demo of QueryBooster: Supporting Middleware-Based SQL Query Rewriting as a Service 2023 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 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
106 Extensible/Rule Based Query Rewrite Optimization in Starburst 1992 SIGMOD 0.00048400734
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
544 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020521965
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
782 QTune: A Query-Aware Database Tuning System with Deep Reinforcement Learning 2019 VLDB 0.00016729063
806 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.00016434274
884 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015654004
1,019 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014625603
1,729 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.0001073728
2,083 Towards a Learning Optimizer for Shared Clouds 2019 VLDB 9.5834572e-05
2,219 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.2623533e-05
3,449 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 7.0824319e-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
4,152 openGauss: An Autonomous Database System 2021 VLDB 6.4060406e-05
5,469 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 5.4898192e-05
5,861 Machine Learning for Databases 2021 VLDB 5.298883e-05
6,040 Steering Query Optimizers: A Practical Take on Big Data Workloads 2021 SIGMOD 5.2412035e-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
9,993 Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More! 2026 CIDR 4.1945683e-05
13,485 Rewrite Rules for Search Database Systems 2011 PODS -
7,499 Monte Carlo Tree Search for Generating Interactive Data Analysis Interfaces 2020 SIGMOD 4.7180617e-05
12,090 Probabilistic Query Rewriting for Efficient and Effective Keyword Search on Graph Data 2013 VLDB 4.1945683e-05
3,462 Efficient and Provable Multi-Query Optimization 2017 PODS 7.0703696e-05
5,144 Scalable Query Rewriting: A Graph-Based Approach 2011 SIGMOD 5.6651982e-05
5,023 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 5.75363e-05
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
3,472 LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency 2025 VLDB 7.0639229e-05
8,969 A Learned Query Rewrite System 2023 VLDB 4.4189226e-05