DeepO: A Learned Query Optimizer
Summary: DeepO: a deep-learning–based query optimizer integrated into PostgreSQL, addressing practical DBMS–learning interaction. Web UI enables interactive optimization; preliminary results show DeepO outperforming the baseline PostgreSQL optimizer. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Luming Sun
- 2. Tao Ji
- 3. Cuiping Li
- 4. Hong Chen
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 4 of 4 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 |
| 359 | Self-Driving Database Management Systems | 2017 | CIDR | 0.0002592783 |
| 640 | Bao: Making Learned Query Optimization Practical | 2021 | SIGMOD | 0.00018759152 |
| 806 | An End-to-End Learning-based Cost Estimator | 2020 | VLDB | 0.00016434274 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,156 | Divo: Learning a Stable and Effective Query Optimizer with a Diverse Workload | 2026 | SIGMOD | 4.1945683e-05 |
| 3,348 | Lero: A Learning-to-Rank Query Optimizer | 2023 | VLDB | 7.1904529e-05 |
| 7,470 | The Case for Deep Query Optimisation | 2020 | CIDR | 4.7201897e-05 |
| 6,383 | Sample-Efficient Cardinality Estimation Using Geometric Deep Learning | 2024 | VLDB | 5.0884322e-05 |
| 10,880 | RankPQO: Learning-to-Rank for Parametric Query Optimization | 2025 | VLDB | 4.1945683e-05 |
| 8,488 | Can Large Language Models Be Query Optimizer for Relational Databases? | 2026 | SIGMOD | 4.4998609e-05 |
| 9,120 | Deep Query Optimization | 2019 | SIGMOD | 4.392741e-05 |
| 3,658 | Towards a Hands-Free Query Optimizer through Deep Learning | 2019 | CIDR | 6.8704209e-05 |
| 7,008 | Is Your Learned Query Optimizer Behaving As You Expect? A Machine Learning Perspective | 2024 | VLDB | 4.8643538e-05 |
| 333 | Neo: A Learned Query Optimizer | 2019 | VLDB | 0.00027206884 |