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DeepDB: Learn from Data, not from Queries!

Summary: Data-driven learned DBMS components bypass workload-driven training, enabling changes in workload or data without retraining. Empirically higher accuracy and better generalization to unseen queries than state-of-the-art learned components. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12289
Venue
VLDB
Year
2020
Pagerank
0.00019235898
Overall Rank
608 | 95.78%
DOI
10.14778/3384345.3384349

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 21 of 121 citing papers.

Rank Citing Paper Year Venue Pagerank
10,018 GenJoin: Conditional Generative Plan-to-Plan Query Optimizer that Learns from Subplan Hints 2026 SIGMOD 4.1945683e-05
10,096 NeuSO: Neural Optimizer for Subgraph Queries 2026 SIGMOD 4.1945683e-05
10,149 CorrBound: Cardinality Estimation Accounting for Inter- and Intra-relation Correlations 2026 SIGMOD 4.1945683e-05
10,174 IDAP++: Advancing Divergence-Aware Pruning with Joint Filter and Layer Optimization 2026 SIGMOD 4.1945683e-05
10,197 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.1945683e-05
10,219 Practical Parameterized Query Optimization via Efficient Plan Reuse and List-wise Ranking 2026 SIGMOD 4.1945683e-05
10,481 FAAQP: Fast and Accurate Approximate Query Processing based on Bitmap-augmented Sum-Product Network 2025 SIGMOD 4.1945683e-05
10,565 Holistic query Approximation via RL Modeling 2025 VLDB 4.1945683e-05
10,590 ACE: A Cardinality Estimator for Set-Valued Queries 2025 VLDB 4.1945683e-05
10,619 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 4.1945683e-05
10,627 Robust Plan Evaluation based on Approximate Probabilistic Machine Learning 2025 VLDB 4.1945683e-05
10,639 Cardinality Estimation for Having-Clauses 2025 VLDB 4.1945683e-05
10,699 The Accuracy of Cardinality Estimators: Unraveling the Evaluation Result Conundrum 2025 VLDB 4.1945683e-05
10,724 Privacy-Enhanced Database Synthesis for Benchmark Publishing 2025 VLDB 4.1945683e-05
10,833 Cardinality Estimation for Similarity Search on High-Dimensional Data Objects: The Impact of Reference Objects 2025 VLDB 4.1945683e-05
10,859 Graph Transformers for Query Plan Representation: Potentials and Challenges 2025 VLDB 4.1945683e-05
10,942 Sub-optimal Join Order Identification with L1-error 2024 SIGMOD 4.1945683e-05
11,190 Efficient and Effective Cardinality Estimation for Skyline Family 2023 SIGMOD 4.1945683e-05
11,194 A Step Toward Deep Online Aggregation 2023 SIGMOD 4.1945683e-05
11,427 Accelerating Complex Analytics using Speculation 2021 CIDR 4.1945683e-05
11,453 XLJoins 2021 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 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
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
372 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00025354779
405 Approximate Query Processing Using Wavelets 2000 VLDB 0.00024057494
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
806 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.00016434274
943 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015145883
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
1,105 Cardinality Estimation Done Right: Index-Based Join Sampling 2017 CIDR 0.00013990395
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,254 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00013027411
1,569 Querying Continuous Functions in a Database System 2008 SIGMOD 0.0001132337
2,083 Towards a Learning Optimizer for Shared Clouds 2019 VLDB 9.5834572e-05
2,129 IDEBench: A Benchmark for Interactive Data Exploration 2020 SIGMOD 9.480002e-05
2,501 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6453446e-05
2,588 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4909562e-05
2,669 A Black-Box Approach to Query Cardinality Estimation 2007 CIDR 8.3389856e-05
2,841 Selectivity Estimation in Extensible Databases - A Neural Network Approach 1998 VLDB 8.0287389e-05
2,865 Designing Succinct Secondary Indexing Mechanism by Exploiting Column Correlations 2019 SIGMOD 7.9862595e-05
4,164 SlimShot: In-Database Probabilistic Inference for Knowledge Bases 2016 VLDB 6.3923099e-05
5,266 Probabilistic Databases with MarkoViews 2012 VLDB 5.5972559e-05
7,434 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 4.7314358e-05
8,067 Learning Statistical Models from Relational Data 2011 SIGMOD 4.5937196e-05
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Overall Rank Paper Year Venue Pagerank
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9,852 Machine Unlearning in Learned Databases: An Experimental Analysis 2024 SIGMOD 4.2714575e-05
884 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015654004
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