Aerodynamic Shape Optimization on ShapeBench All tasks
0.833Median Normalized RankCMA-ES
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CMA-ESRelative evaluation budget=20%2026.05 | 0.833 | 0.5 | |
| OpenEvolveRelative evaluation budget=60%2026.05 | 0.8 | 0.4 | |
| OpenEvolveRelative evaluation budget=80%2026.05 | 0.8 | 0.4 | |
| OpenEvolveRelative evaluation budget=100%2026.05 | 0.8 | 0.4 | |
| ShinkaEvolveRelative evaluation budget=80%2026.05 | 0.8 | 0.233 | |
| ShinkaEvolveRelative evaluation budget=100%2026.05 | 0.8 | 0.433 | |
| CMA-ESRelative evaluation budget=40%2026.05 | 0.75 | 0.533 | |
| OpenEvolveRelative evaluation budget=20%2026.05 | 0.733 | 0.6 | |
| CMA-ESRelative evaluation budget=60%2026.05 | 0.667 | 0.663 | |
| CMA-ESRelative evaluation budget=80%2026.05 | 0.667 | 0.475 | |
| OpenEvolveRelative evaluation budget=40%2026.05 | 0.667 | 0.6 | |
| ShinkaEvolveRelative evaluation budget=20%2026.05 | 0.667 | 0.375 | |
| ShinkaEvolveRelative evaluation budget=40%2026.05 | 0.667 | 0.3 | |
| ShinkaEvolveRelative evaluation budget=60%2026.05 | 0.667 | 0.233 | |
| PSORelative evaluation budget=20%2026.05 | 0.5 | 0.333 | |
| PSORelative evaluation budget=40%2026.05 | 0.5 | 0.3 | |
| PSORelative evaluation budget=60%2026.05 | 0.5 | 0.3 | |
| PSORelative evaluation budget=80%2026.05 | 0.5 | 0.375 | |
| PSORelative evaluation budget=100%2026.05 | 0.5 | 0.442 | |
| CMA-ESRelative evaluation budget=100%2026.05 | 0.5 | 0.475 | |
| ShapeEvolveRelative evaluation budget=80%2026.05 | 0.5 | 0.4 | |
| ShapeEvolveRelative evaluation budget=100%2026.05 | 0.5 | 0.467 | |
| ShapeEvolveRelative evaluation budget=60%2026.05 | 0.417 | 0.317 | |
| ShapeEvolveRelative evaluation budget=20%2026.05 | 0.4 | 0.375 | |
| ShapeEvolveRelative evaluation budget=40%2026.05 | 0.4 | 0.4 | |
| L-BFGS-BRelative evaluation budget=20%2026.05 | 0.333 | 1 | |
| Bayesian Opt.Relative evaluation budget=20%2026.05 | 0.333 | 0.633 | |
| Bayesian Opt.Relative evaluation budget=40%2026.05 | 0.333 | 0.583 | |
| L-BFGS-BRelative evaluation budget=80%2026.05 | 0.292 | 1 | |
| L-BFGS-BRelative evaluation budget=100%2026.05 | 0.292 | 1 | |
| L-BFGS-BRelative evaluation budget=40%2026.05 | 0.225 | 1 | |
| L-BFGS-BRelative evaluation budget=60%2026.05 | 0.2 | 1 | |
| Bayesian Opt.Relative evaluation budget=60%2026.05 | 0.2 | 0.4 | |
| Bayesian Opt.Relative evaluation budget=80%2026.05 | 0.2 | 0.233 | |
| Bayesian Opt.Relative evaluation budget=100%2026.05 | 0.2 | 0.4 |