Black-box optimization on BBOB (test)
100F1 ScoreEoH
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EoHaggregated_over=three LLMs, normalized=true2026.03 | 100 | 98.3 | 81.2 | 68 | 100 | 89.6 | 63.2 | 57.5 | 53.5 | 49.4 | 63.9 | 80.2 | 60.8 | 85.9 | 54.9 | 100 | 87 | 65 | 49.2 | 69.6 | 100 | 46.3 | 87.9 | 100 | 0.7547 | 0.1903 | 2.88 | |
| BAGaggregated_over=three LLMs, normalized=true2026.03 | 99.7 | 100 | 72.4 | 74.1 | 99.9 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 83 | 90 | 100 | 49.8 | 100 | 64.7 | 66.9 | 99 | 31 | 0.8877 | 0.1914 | 1.83 | |
| LLaMEAaggregated_over=three LLMs, normalized=true2026.03 | 99.6 | 85.4 | 67.5 | 100 | 99.7 | 85 | 81.9 | 95.2 | 75 | 61.7 | 67.9 | 55.8 | 47.6 | 89.1 | 51.3 | 83.5 | 99 | 51.4 | 46.8 | 71.4 | 64 | 100 | 100 | 29.6 | 0.7534 | 0.2096 | 3.21 | |
| MCTS-AHDaggregated_over=three LLMs, normalized=true2026.03 | 99.4 | 99.4 | 100 | 64.2 | 88 | 92.2 | 56.9 | 44.3 | 98.2 | 29.1 | 46.7 | 22.2 | 26.7 | 70 | 64 | 66 | 67.5 | 47.4 | 43.7 | 100 | 72.7 | 80 | 82.3 | 30.4 | 0.663 | 0.2565 | 4.17 | |
| LHNSaggregated_over=three LLMs, normalized=true2026.03 | 96.8 | 62 | 12.3 | 19 | 97.4 | 71.7 | 71.5 | 27.2 | 15.7 | 10.6 | 25.7 | 15.7 | 28.4 | 82.1 | 47.6 | 45.1 | 80.3 | 49.6 | 100 | 61.2 | 57.8 | 70.8 | 76 | 26.1 | 0.521 | 0.292 | 5.21 | |
| ReEvoaggregated_over=three LLMs, normalized=true2026.03 | 86.4 | 98.1 | 47.7 | 55.1 | 99.6 | 89.3 | 69 | 55.7 | 76.8 | 49.9 | 62.8 | 73.3 | 54.2 | 70.1 | 52.6 | 87.6 | 100 | 59.4 | 52.2 | 50.5 | 95.4 | 43.4 | 92.3 | 30.7 | 0.6884 | 0.2052 | 3.71 |