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ResearchFormerly WizWand

Aerodynamic Shape Optimization on ShapeBench All tasks

0.833Median Normalized RankCMA-ES
0.174680.345590.51650.68741May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CMA-ESRelative evaluation budget=20%2026.050.8330.5
OpenEvolveRelative evaluation budget=60%2026.050.80.4
OpenEvolveRelative evaluation budget=80%2026.050.80.4
OpenEvolveRelative evaluation budget=100%2026.050.80.4
ShinkaEvolveRelative evaluation budget=80%2026.050.80.233
ShinkaEvolveRelative evaluation budget=100%2026.050.80.433
CMA-ESRelative evaluation budget=40%2026.050.750.533
OpenEvolveRelative evaluation budget=20%2026.050.7330.6
CMA-ESRelative evaluation budget=60%2026.050.6670.663
CMA-ESRelative evaluation budget=80%2026.050.6670.475
OpenEvolveRelative evaluation budget=40%2026.050.6670.6
ShinkaEvolveRelative evaluation budget=20%2026.050.6670.375
ShinkaEvolveRelative evaluation budget=40%2026.050.6670.3
ShinkaEvolveRelative evaluation budget=60%2026.050.6670.233
PSORelative evaluation budget=20%2026.050.50.333
PSORelative evaluation budget=40%2026.050.50.3
PSORelative evaluation budget=60%2026.050.50.3
PSORelative evaluation budget=80%2026.050.50.375
PSORelative evaluation budget=100%2026.050.50.442
CMA-ESRelative evaluation budget=100%2026.050.50.475
ShapeEvolveRelative evaluation budget=80%2026.050.50.4
ShapeEvolveRelative evaluation budget=100%2026.050.50.467
ShapeEvolveRelative evaluation budget=60%2026.050.4170.317
ShapeEvolveRelative evaluation budget=20%2026.050.40.375
ShapeEvolveRelative evaluation budget=40%2026.050.40.4
L-BFGS-BRelative evaluation budget=20%2026.050.3331
Bayesian Opt.Relative evaluation budget=20%2026.050.3330.633
Bayesian Opt.Relative evaluation budget=40%2026.050.3330.583
L-BFGS-BRelative evaluation budget=80%2026.050.2921
L-BFGS-BRelative evaluation budget=100%2026.050.2921
L-BFGS-BRelative evaluation budget=40%2026.050.2251
L-BFGS-BRelative evaluation budget=60%2026.050.21
Bayesian Opt.Relative evaluation budget=60%2026.050.20.4
Bayesian Opt.Relative evaluation budget=80%2026.050.20.233
Bayesian Opt.Relative evaluation budget=100%2026.050.20.4