Can Transfer Learning be used to build a Query Optimizer?
Summary: Proposes transferring a query optimizer: given DB System A with a good optimizer and System B with poor/no optimizer but similar physical operators, learn A's optimization patterns to build B's optimizer. Unique focus on cross-system transfer learning using shared operator semantics to reuse optimizer knowledge rather than per-system tuning, and outlines feasibility and challenges. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 640 | Bao: Making Learned Query Optimization Practical | 2021 | SIGMOD | 0.00018759152 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 594 | A Rule-Based View of Query Optimization | 1987 | SIGMOD | 0.00019534507 |
| 454 | An Overview of Query Optimization in Relational Systems | 1998 | PODS | 0.00022734812 |
| 6,775 | A Unified Transferable Model for ML-Enhanced DBMS | 2022 | CIDR | 4.9299192e-05 |
| 5,861 | Machine Learning for Databases | 2021 | VLDB | 5.298883e-05 |
| 3,727 | Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection | 2022 | VLDB | 6.8141709e-05 |
| 6,151 | An Efficient Transfer Learning Based Configuration Adviser for Database Tuning | 2024 | VLDB | 5.183652e-05 |
| 8,488 | Can Large Language Models Be Query Optimizer for Relational Databases? | 2026 | SIGMOD | 4.4998609e-05 |
| 6,685 | How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks | 2025 | SIGMOD | 4.9627485e-05 |
| 7,008 | Is Your Learned Query Optimizer Behaving As You Expect? A Machine Learning Perspective | 2024 | VLDB | 4.8643538e-05 |
| 3,658 | Towards a Hands-Free Query Optimizer through Deep Learning | 2019 | CIDR | 6.8704209e-05 |