Topology Optimization on 2D turbulent CFD benchmark
0.65Time per SampleSensitivity-Conditioned Bernoulli Flow Matching
Evaluation results
| Method | Links | |
|---|---|---|
| Sensitivity-Conditioned Bernoulli Flow Matchingmode=inference, batch size=2562026.06 | 0.65 | |
| Primal PDE solve (CFD)2026.06 | 3.2 | |
| Sensitivity-Conditioned Bernoulli Flow Matchingmode=primal + inference2026.06 | 3.2 | |
| SIMPmode=per iteration2026.06 | 4.32 | |
| Adjoint solve (additional)2026.06 | 5.3 | |
| Sensitivity-Conditioned Bernoulli Flow Matchingmode=exact sens. + inference2026.06 | 8.5 | |
| NITOsteps=5 SIMP steps2026.06 | 82.5 | |
| STAR-CCM+mode=full optimization2026.06 | 113.94 |