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One Model to Rule them All: Towards Zero-Shot Learning for Databases

Summary: Propose zero-shot DB components: one transfer-learned model usable on new databases out-of-the-box, avoiding per-database training and allowing few-shot refinement. Demonstrate feasibility for physical cost estimation with promising results and outline challenges and a roadmap to generalize zero-shot to other DB tasks/systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
443
Venue
CIDR
Year
2022
Pagerank
5.5998705e-05
Overall Rank
5,258 | 63.43%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
3,990 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5581983e-05
4,417 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.2037371e-05
5,640 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 5.3933314e-05
6,297 Towards instance-optimized data systems 2021 VLDB 5.1227886e-05
6,328 A Comparative Study and Component Analysis of Query Plan Representation Techniques in ML4DB Studies 2024 VLDB 5.1082882e-05
6,879 Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data 2023 SIGMOD 4.8971368e-05
8,186 E2ETune: End-to-End Knob Tuning via Fine-tuned Generative Language Model 2025 VLDB 4.5651684e-05
8,578 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 4.4923477e-05
8,774 Tiresias: Enabling Predictive Autonomous Storage and Indexing 2022 VLDB 4.4559995e-05
8,834 ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation 2024 SIGMOD 4.4394021e-05
8,956 T3: Accurate and Fast Performance Prediction for Relational Database Systems With Compiled Decision Trees 2025 SIGMOD 4.4214154e-05
9,187 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 4.3780059e-05
9,345 LIMAO: A Framework for Lifelong Modular Learned Query Optimization 2025 VLDB 4.3536343e-05
9,878 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 4.2656547e-05
10,288 TATA: An Efficient Framework for Task Transfer in Query Plan Representation 2026 VLDB 4.1945683e-05
10,627 Robust Plan Evaluation based on Approximate Probabilistic Machine Learning 2025 VLDB 4.1945683e-05
10,849 AXE: A Task Decomposition Approach to Learned LSM Tuning 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
158 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00040071492
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031726304
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
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
806 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.00016434274
826 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00016224841
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
1,017 Automatic Physical Database Tuning: A Relaxation-based Approach 2005 SIGMOD 0.00014634307
1,375 FITing-Tree: A Data-aware Index Structure 2019 SIGMOD 0.00012303141
1,889 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010200865
2,413 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 8.8672223e-05
3,076 Learning a Partitioning Advisor for Cloud Databases 2020 SIGMOD 7.6107677e-05
7,372 Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning 2018 VLDB 4.7496881e-05
9,892 DBMS Fitting: Why should we learn what we already know? 2020 CIDR 4.261445e-05
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