BBOB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Black-Box Optimization | BBOB d=100 | F40 | 25 | |
| Black-box Optimization | BBOB 10D | BucheRastrigin82.09 | 12 | |
| Black-box Optimization | BBOB-30D | Buche_Ras491.4 | 12 | |
| Constrained Optimization | BBOB-constrained 10D Problems Overall (All Problems Rank) | Average Rank1.38 | 12 | |
| Black-box optimization | BBOB suite d = 30 | F4 Objective Value32.5 | 11 | |
| Black-box optimization | BBOB suite d=500 | F412,150 | 11 | |
| Black-box Optimization | BBOB surrogate 10-dimensional (out-of-distribution) | Rastrigin Function Value71.65 | 7 | |
| Black-Box Optimization | BBOB d = 500 (test) | F10 | 7 | |
| Black Box Optimization | BBOB d=30 | F10 | 7 | |
| Black-box optimization | BBOB (test) | F1 Score100 | 6 | |
| Black-Box Optimization | BBOB | Rastrigin GAP0.002 | 5 | |
| Algorithm Selection | BBOB all functions | relERT2.23 | 5 | |
| Algorithm Selection | BBOB f1-f5 functions | relERT2.48 | 5 | |
| Meta-Black-Box Optimization (RLDAS) | BBOB suite (test) | Attractive Sector0.128 | 5 | |
| Meta-Black-Box Optimization (RLEPSO) | BBOB (test) | Attractive Sector0.0041 | 5 | |
| Meta-Black-Box Optimization (DEDQN) | BBOB (test) | Attractive Sector2,350 | 5 | |
| Algorithm Selection | BBOB f15-f19 functions | Relative ERT (relERT)1.74 | 3 | |
| Algorithm Selection | BBOB f10-f14 functions | relERT1.06 | 3 | |
| Algorithm Selection | BBOB f20-f24 functions | relERT1.08 | 2 | |
| Black-Box Optimization | BBOB suite | F4- | 0 |
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