Model-Based Optimization on Design-Bench 2022 (test)
0.979TF-Bind-8 ScoreBootGen
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BootGenBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.979 | — | — | 3.74 | 10.5 | 0.65 | 0.97 | 96 | 4.6 | |
| Grad.Budget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.977 | -115.3 | -5.14 | 3.49 | 7.38 | -1.95 | 0.87 | 86 | 11 | |
| GABOBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.954 | -0.5 | 122.1 | 3.74 | 8.36 | 0.72 | 0.9 | 100 | 3 | |
| BONETBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.951 | -26 | 11.7 | 3.74 | 9.13 | 0.67 | 0.95 | 95 | 5.6 | |
| BOBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.942 | -0.4 | 135.3 | 2.26 | 8.26 | 0.67 | 0.72 | 93 | 6.6 | |
| DDOMBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.936 | -18.4 | -2.16 | 1.44 | 8.3 | 0.66 | 0.89 | 100 | 8.4 | |
| ExPTBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.927 | -1.7 | -6.05 | 3.74 | 8.13 | 0.68 | 0.94 | 97 | 6.5 | |
| COMBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.902 | -1,981 | 42 | 3.62 | 8.18 | 0.64 | 0.95 | 77 | 8.5 | |
| TURBOBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.895 | -0.7 | 59.7 | 1.89 | 8.26 | 0.67 | 0.72 | 99 | 7.4 | |
| AnnealBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.89 | -7.4 | 11.3 | 3.72 | 7.96 | -1.95 | 0.88 | 97 | 9.3 | |
| CMA-ESBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.81 | -4.3 | 47.6 | 3.74 | 7.4 | -1.95 | 0.74 | -862 | 9.8 | |
| ROMABudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.76 | -4.8 | -6.48 | 3.74 | 8.12 | 0.69 | 1.02 | 63 | 7.8 | |
| BDIBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.735 | -65 | 8.1 | 3.61 | 6.31 | 0.67 | 0.5 | -507 | 11.8 | |
| GAGABudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.722 | -1 | 14.1 | 3.74 | 7.98 | -1.95 | 0.7 | 95 | 7.6 | |
| L-BFGSBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.633 | -4 | 42.8 | 3.74 | 7.51 | -1.95 | 0.31 | 75 | 10.1 | |
| ROMOBudget (k)=128, Evaluation Protocol=Relaxed Budget2024.02 | 0.572 | -2,367 | 10.8 | 3.67 | 6.94 | 0.68 | 0.9 | 76 | 12.1 |