Research map / Probabilistic and scientific modeling / Bayesian optimization
Semi-Black Box: Rapid Development of Planning Based Solutions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| remove the automatically derived heuristic (BB, blind BFS) (ablation) | SBB · Commuter Pooling | IPC quality sum: 5.00 -> 14.00 | Helped |
| SBB vs LAMA planner | SBB · Commuter Pooling | IPC quality sum: 13.51 -> 14.00 | Helped |
| SBB vs FF in Fast Downward | SBB · Commuter Pooling | IPC quality sum: 6.68 -> 14.00 | Helped |
| SBB vs LAMA on solved instances | SBB · Commuter Pooling | runtime | Mixed |
| blind search without informative heuristic | SBB · Evolution domain | scalability: cost 220 to 340, time 0.311 to 6.88 | No clear effect |
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