Black-Box Optimization on BBOB d=100
0F4POM
Evaluation Results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| POMDimension (d)=100, Optimal solution disturbance=true2024.05 | 0 | 0 | 0 | 96.4 | 350 | 0 | 0 | 0 | 639 | 1,580 | 21.4 | 0.0001 | 0.0001 | 0.0001 | 511 | 48.4 | 0 | 0 | 7.07 | -3.43 | 64 | 59.1 | 5.05 | 1,310 | — | |
| POMtraining=on TF1-TF5 with d=102024.05 | 0 | 0 | 0 | 0 | 304 | 0 | 0 | 0 | 641 | 23.4 | 17.1 | 0.0001 | 0.0001 | 0.0001 | 488 | 47.2 | 0 | 0 | 6.74 | -5.08 | 40.3 | 59.5 | 4.83 | 1,240 | — | |
| LSHADEDimension (d)=100, Optimal solution disturbance=true2024.05 | 709 | 2.94 | 0.0143 | 525 | 3.62 | 7.96 | 43.6 | 835 | 794 | 69,500 | 76.9 | 60,400,000 | 149 | 1.05 | 641 | 38.5 | 1.14 | 3.74 | 7.52 | 3.66 | 12.1 | 13.2 | 4.94 | 963 | 17 | |
| LSHADE2024.05 | 1,290 | 16.4 | 0.0758 | 871 | 3.98 | 40 | 196 | 13,500 | 4,060 | 419,000 | 459 | 901,000,000 | 389 | 7.45 | 1,050 | 34.4 | 2.61 | 10.6 | 8.95 | 1,700 | 13.7 | 31.2 | 5.02 | 1,240 | — | |
| CMA-ESDimension (d)=100, Optimal solution disturbance=true2024.05 | 1,680 | 5.76 | 6.51 | 1,260 | 222 | 51 | 720 | 3,020 | 4,070 | 14,900,000 | 5,210 | 1,510,000,000 | 252 | 55.2 | 1,270 | 52.5 | 2.43 | 9.59 | 8.39 | 187 | 24.6 | 19.5 | 5.51 | 1,170 | 20 | |
| LGA2024.05 | 2,490 | 113 | 3.28 | 1,820 | 4.05 | 209 | 943 | 94,300 | 107,000 | 3,830,000 | 1,270 | 2,120,000,000 | 926 | 41.1 | 1,650 | 55.8 | 12 | 41.6 | 13 | 25,600 | 73.5 | 80.1 | 7.15 | 3,370 | — | |
| LGADimension (d)=100, Optimal solution disturbance=true2024.05 | 2,760 | 89.5 | 3.39 | 1,710 | 5.48 | 270 | 893 | 237,000 | 91,500 | 3,030,000 | 1,360 | 2,250,000,000 | 1,020 | 42.1 | 1,700 | 53.1 | 10.2 | 33.9 | 13.3 | 63,100 | 71.5 | 77.9 | 6.36 | 3,530 | 21 | |
| CMAESCategory=Adaptive Variants, Dimension=100, Independent runs=302026.01 | 3,720 | — | — | — | — | 21,500 | 8,810 | 5,160 | 58,300 | 120,000,000 | 910,000 | 876,000,000 | 109 | 1,530 | — | — | — | 2,820 | 29.3 | -3.04 | — | 86.6 | 7.11 | 1,210 | — | |
| CMA-ES2024.05 | 3,770 | 43.4 | 41.7 | 32,400 | 163 | 265 | 2,790 | 60,600 | 112,000 | 72,700,000 | 32,500 | 1,910,000,000,000 | 635 | 415 | 33,700 | 53.6 | 5.71 | 26.5 | 10.8 | 39,800 | 65.6 | 70.2 | 5.78 | 1,610 | — | |
| ESDimension (d)=100, Optimal solution disturbance=true2024.05 | 3,820 | 249 | 5.95 | 2,140 | 79.4 | 455 | 1,910 | 554,000 | 511,000 | 9,000,000 | 792 | 3,970,000,000 | 1,610 | 56.7 | 2,160 | 51.4 | 9.25 | 35.4 | 21.5 | 103,000 | 82.9 | 80.4 | 6.57 | 2,570 | 23 | |
| LES2024.05 | 5,150 | 220 | 4.56 | 2,720 | 1,300 | 437 | 1,430 | 240,000 | 371,000 | 2,820,000 | 782 | 3,830,000,000 | 1,530 | 35.7 | 3,610 | 12.9 | 21 | 56.6 | 27.5 | 46,600 | 76.2 | 76.2 | 5.21 | 3,520 | — | |
| LESDimension (d)=100, Optimal solution disturbance=true2024.05 | 5,240 | 220 | 3.38 | 2,680 | 1,380 | 399 | 1,330 | 396,000 | 383,000 | 2,140,000 | 765 | 3,700,000,000 | 1,490 | 38.5 | 3,230 | 14.8 | 12.4 | 67.9 | 34.6 | 61,600 | 79 | 78.1 | 5.09 | 3,570 | 21 | |
| ABOMCategory=Ours, Dimension=100, Independent runs=302026.01 | 9,720 | — | — | — | — | 79,200 | 6,230 | 3,840 | 113,000 | 66,500,000 | 348,000 | 3,970,000,000 | 365 | 333 | — | — | — | 246 | 0.25 | -56 | — | 86.6 | 4.61 | 1,050 | — | |
| DEDimension (d)=100, Optimal solution disturbance=true2024.05 | 14,000 | 627 | 4.31 | 4,450 | 28.7 | 1,530 | 8,810 | 4,550,000 | 4,730,000 | 47,100,000 | 3,790 | 29,800,000,000 | 2,640 | 411 | 6,550 | 73.1 | 198 | 304 | 154 | 661,000 | 103 | 94.5 | 16.1 | 1,440,000 | 23 | |
| ES2024.05 | 62,800 | 1,600 | 40.8 | 10,600 | 20.3 | 2,460 | 11,100 | 20,900,000 | 19,700,000 | 57,300,000 | 4,630 | 41,500,000,000 | 4,180 | 451 | 9,880 | 84.1 | 1,260 | 1,730 | 537 | 1,560,000 | 210 | 233 | 139 | 13,200,000 | — | |
| JDE21Category=Adaptive Variants, Dimension=100, Independent runs=302026.01 | 282,000 | — | — | — | — | 716,000 | 93,200 | 4,600,000,000 | 497,000,000 | 437,000,000 | 378,000 | 5,290,000,000,000 | 23,200 | 8,140 | — | — | — | 10,400 | 10,600 | 71,200 | — | 86.6 | 4.85 | 33,600 | — | |
| RLDEAFLCategory=MetaBBO, Dimension=100, Independent runs=302026.01 | 289,000 | — | — | — | — | 196,000 | 117,000 | 3,790,000,000 | 341,000,000 | 207,000,000 | 202,000 | 477,000,000,000 | 23,100 | 4,890 | — | — | — | 26,800 | 6,340 | 79,300 | — | 86.6 | 4.66 | 36,600 | — | |
| DE2024.05 | 296,000 | 4,620 | 22.4 | 47,700 | 4.64 | 9,150 | 61,100 | 160,000,000 | 218,000,000 | 329,000,000 | 24,100 | 486,000,000,000 | 6,650 | 3,850 | 68,600 | 190 | 17,700 | 26,600 | 5,320 | 5,160,000 | 1,220 | 1,460 | 1,040 | 130,000,000 | — | |
| GLEETCategory=MetaBBO, Dimension=100, Independent runs=302026.01 | 377,000 | — | — | — | — | 427,000 | 79,200 | 141,000,000 | 63,700,000 | 255,000,000 | 197,000 | 284,000,000,000 | 16,900 | 4,620 | — | — | — | 4,630 | 1,690 | -19.2 | — | 86.6 | 4.84 | 9,890 | — | |
| DECategory=Traditional BBO, Dimension=100, Independent runs=302026.01 | 723,000 | — | — | — | — | 1,030,000 | 494,000 | 267,000,000 | 1,530,000,000 | 2,300,000,000 | 435,000 | 67,800,000,000,000 | 28,600 | 67,900 | — | — | — | 15,900 | 34,200 | 30,500 | — | 86.6 | 4.9 | 20,300 | — | |
| PSOCategory=Traditional BBO, Dimension=100, Independent runs=302026.01 | 1,830,000 | — | — | — | — | 47,600,000 | 623,000 | 87,100,000,000 | 72,100,000,000 | 1,970,000,000 | 412,000 | 7,090,000,000,000,000 | 67,000 | 47,300 | — | — | — | 6,420 | 1,770,000 | 34,400,000 | — | 86.6 | 4.87 | 431,000 | — | |
| SAHLPSOCategory=Adaptive Variants, Dimension=100, Independent runs=302026.01 | 2,490,000 | — | — | — | — | 45,000,000 | 476,000 | 26,500,000,000 | 1,340,000,000 | 1,880,000,000 | 299,000 | 27,700,000,000,000,000,000,000 | 52,800 | 58,400 | — | — | — | 72,700,000 | 28,700 | 233,000 | — | 86.6 | 4.8 | 158,000 | — | |
| RSCategory=Traditional BBO, Dimension=100, Independent runs=302026.01 | 9,640,000 | — | — | — | — | 611,000,000 | 1,750,000 | 433,000,000,000 | 287,000,000,000 | 7,880,000,000 | 430,000 | 18,400,000,000,000,000,000,000 | 108,000 | 310,000 | — | — | — | 58,100,000 | 7,480,000 | 116,000,000 | — | 86.6 | 4.85 | 901,000 | — | |
| GLHFCategory=MetaBBO, Dimension=100, Independent runs=302026.01 | 9,660,000 | — | — | — | — | 545,000,000 | 1,080,000 | 53,000,000,000 | 643 | 5,630,000,000 | 207,000 | 3,750,000,000,000,000,000,000 | 81,400 | 216,000 | — | — | — | 11,200,000 | 15.4 | 0.908 | — | 86.6 | 4.88 | 235,000 | — | |
| LESCategory=MetaBBO, Dimension=100, Independent runs=302026.01 | 11,400,000 | — | — | — | — | 571,000,000 | 1,130,000 | 52,400,000,000 | 2,960 | 6,530,000,000 | 1,150,000 | 69,900,000,000,000,000,000,000 | 83,700 | 260,000 | — | — | — | 24,900,000 | 506 | 2,100 | — | 1,290 | 2,110 | 226,000 | — |