Black-box Optimization on BBOB-30D
491.4Buche_RasOurs
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OursNeural operator=Standard2025.12 | 491.4 | 2,497 | 134.2 | 1,753 | 163.8 | 649,000 | 151.8 | 20,960,000 | 729.6 | 6.871 | 20.39 | 0.253 | 3.372 | 22.92 | 2.821 | 318.4 | |
| DE2025.12 | 499.6 | 876.5 | 122.4 | 2,471 | 2,814 | 308,500 | 182 | 22,010,000 | 701.2 | 8.848 | 15.36 | 6.595 | 243.9 | 10.83 | 3 | 304.3 | |
| OursNeural operator=Mamba-based2025.12 | 545.2 | 158.5 | 67.37 | 407.6 | 237.8 | 99,600 | 186.1 | 2,684,000 | 255.3 | 0.7204 | 36.33 | 11.33 | 3.002 | 1.765 | 2.989 | 652.5 | |
| SAHLPSO2025.12 | 957.4 | 51,580 | 411.5 | 26,870 | 9,397 | 1,296,000 | 276 | 112,400,000 | 1,500 | 17.07 | 32.68 | 8.649 | 4,673 | 44.42 | 3.192 | 474.4 | |
| B2OPT2025.12 | 1,173 | 124,300 | 475.3 | 26,980 | 186.3 | 1,270,000 | 180.9 | 165,600,000 | 1,393 | 19.21 | 34.85 | 2.156 | 1,671 | 77.15 | 4.219 | 326.7 | |
| DEDQN2025.12 | 2,061 | 232,500 | 900.7 | 171,200 | 151,800 | 3,772,000 | 537.4 | 279,600,000 | 2,360 | 48.23 | 48.96 | 21.84 | 68,490 | 76.42 | 4.808 | 803.3 | |
| PSO2025.12 | 2,169 | 122,400 | 700.2 | 11,090 | 588.4 | 1,110,000 | 163.3 | 115,900,000 | 1,360 | 19.28 | 27.51 | 5.665 | 20.16 | 66.59 | 3.208 | 346.1 | |
| CMAES2025.12 | 4,236 | 140,900 | 1,435 | 40,850 | 185 | 2,423,000 | 173.2 | 168,900,000 | 1,485 | 25.91 | 46.16 | 4.878 | 3.021 | 78.24 | 0.4913 | 285.3 | |
| GLHF2025.12 | 4,510 | 347,000 | 1,275 | 337,300 | 199,300 | 7,354,000 | 1,892 | 511,100,000 | 2,611 | 65.1 | 53.37 | 25.41 | 74,500 | 83.05 | 6.515 | 894.6 | |
| LES2025.12 | 5,822 | 362,000 | 3,044 | 53,350 | 1,485 | 3,974,000 | 1,953 | 246,800,000 | 2,895 | 131 | 1,341 | 1,300 | 7,007 | 1,180 | 1,303 | 1,749 | |
| LGA2025.12 | 10,820 | 670,900 | 1,266 | 260,700 | 208,600 | 6,214,000 | 118,700 | 451,700,000 | 2,821 | 91.15 | 67.49 | 21.59 | 96,180 | 83.95 | 3.231 | 912.1 | |
| RNNOPT2025.12 | 16,030 | 576,800 | 1,511 | 91,920 | 197.5 | 14,310,000 | 4,950,000 | 449,900,000 | 2,314 | 73.63 | 74.26 | 6.43 | 26,060 | 84.47 | 7.372 | 454.1 |