Query Planning on NYC Taxi & IMDB Workloads (combined)
251.8Median Latency (ms)Teacher + Bandit + Cost
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Teacher + Bandit + Costcomponents=Teacher, Bandit, and Cost Model2026.05 | 251.8 | 96.1 | 38.2 | |
| Student (HGBC)student_model=HistGradientBoostingClassifier2026.05 | 259.3 | 93.7 | 3.1 | |
| Teacher + Banditcomponents=Teacher with UCB1 exploration2026.05 | 262.4 | 94.2 | 45.7 | |
| Student (LR)student_model=LogisticRegression2026.05 | 268.9 | 91.4 | 2.8 | |
| Teacher Onlycomponents=Teacher planner only2026.05 | 285.7 | 85.1 | 12.3 | |
| DuckDB Defaulttype=default optimizer2026.05 | 340.2 | 72.3 | 0 |