Farm Your ML-based Query Optimizer's Food! - Human-Guided Training Data Generation -
Summary: DataFarm: white-box generator that learns abstract plan patterns (Markov chains) and instantiates realistic operator-level plans tuned to the user's data. Interpretable active learner with a human-in-the-loop GUI executes few plans, forecasts runtimes with uncertainty, and produces high-quality labeled training sets for ML query optimizers. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,469 | Database Gyms | 2023 | CIDR | 4.3304872e-05 |
| 10,844 | Learned Cost Models for Query Optimization: From Batch to Streaming Systems | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,270 | RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - | 2018 | VLDB | 7.3013196e-05 |
| 6,507 | Expand your Training Limits! Generating Training Data for ML-based Data Management | 2021 | SIGMOD | 5.0273414e-05 |
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