PilotScope: Steering Databases with Machine Learning Drivers
Summary: PilotScope is an AI4DB middleware that separates ML 'drivers' (collect stats, train models, make decisions) from DB 'interactors' that handle telemetry and enforcement, decoupling ML algorithms from engine internals. Enables portable, low-cost deployment and benchmarking of AI4DB tasks. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Rong Zhu
- 2. Lianggui Weng
- 3. Wenqing Wei
- 4. Di Wu
- 5. Jiazhen Peng
- 6. Yifan Wang
- 7. Bolin Ding
- 8. Defu Lian
- 9. Bolong Zheng
- 10. Jingren Zhou
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,659 | Learned Offline Query Planning via Bayesian Optimization | 2025 | SIGMOD | 4.4722928e-05 |
| 8,688 | NeurDB: On the Design and Implementation of an AI-powered Autonomous Database | 2025 | CIDR | 4.4673127e-05 |
| 9,587 | Low Rank Learning for Offline Query Optimization | 2025 | SIGMOD | 4.3215645e-05 |
| 9,878 | PRICE: A Pretrained Model for Cross-Database Cardinality Estimation | 2025 | VLDB | 4.2656547e-05 |
| 10,018 | GenJoin: Conditional Generative Plan-to-Plan Query Optimizer that Learns from Subplan Hints | 2026 | SIGMOD | 4.1945683e-05 |
| 10,271 | OBELISK: Efficient Offline Query Planning with Bayesian Optimization-Informed Language Model Reasoning | 2026 | VLDB | 4.1945683e-05 |
| 10,370 | Centrum: Model-based Database Auto-tuning with Minimal Distributional Assumptions | 2025 | SIGMOD | 4.1945683e-05 |
| 10,562 | FB+-tree: A Memory-Optimized B+-tree with Latch-Free Update | 2025 | VLDB | 4.1945683e-05 |
| 11,092 | Native Distributed Databases: Problems, Challenges and Opportunities | 2024 | VLDB | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 51 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,108 | BASE: Bridging the Gap between Cost and Latency for Query Optimization | 2023 | VLDB | 4.3950066e-05 |