Levy
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Function Optimization | Levy D=1000 | Convergence Value2.2816 | 19 | |
| Blackbox Optimization | Levy | Optimized Cost11.8 | 18 | |
| Surrogate Modeling | Levy 7D | Normalized RMSE0.87 | 16 | |
| Warm-starting optimization | Levy unseen parameters (test) | Cumulative Distribution (k=1)17 | 15 | |
| High-dimensional optimization | Levy D=10000 | Convergence Value (Levy D=10000)2.7522 | 13 | |
| Global Optimization | Levy13 function | Mean Objective Value1.03 | 10 | |
| Stochastic Lipschitz Optimization | Levy | Simple Regret0.035 | 9 | |
| Bayesian Optimization | Levy d=100 synthetic (round 10) | Relative Batch Instantaneous Regret0.031 | 9 | |
| Bayesian Optimization | Levy d=50 synthetic (round 10) | Relative Batch Instantaneous Regret2.9 | 9 | |
| Bayesian Optimization | Levy (d=20) synthetic (round 10) | Relative Batch Instantaneous Regret0.063 | 9 | |
| Bayesian Optimization | Levy (d=10) synthetic (round 10) | Relative Batch Instantaneous Regret2.3 | 9 | |
| Bayesian Optimization | Levy (d=2) synthetic (round 10) | Relative batch instantaneous regret0.092 | 9 | |
| Black-box Optimization | Levy8 function | AUSR2,530.9 | 8 | |
| Black-box Optimization | Levy-10D 300 evaluations | Wall Clock Time (s)0.043 | 8 | |
| Black-box Optimization | Levy-10D 100 evaluations | Wall Clock Time (s)0.03 | 8 | |
| Continuous Black-box Optimization | Levy 30D | Average Final Objective Value1.3304 | 7 | |
| Bayesian Optimization | Levy synthetic benchmark | Mean Stopping Iteration35.5 | 7 | |
| Black-box Optimization | Levy d=20 | Average CPU Time (s)6.34 | 7 | |
| Global Optimization | Levy (n=10) | Mean Function Evaluations562 | 7 | |
| Bayesian Optimisation | 2D Levy | Time per Iteration (s)0 | 7 | |
| Function Optimization | Levy d = 500 | Final Distance0.069 | 6 | |
| Function Optimization | Levy d = 100 | Final Distance0.339 | 6 | |
| Function Optimization | Levy d = 20 | Final Distance0.171 | 6 | |
| Function Optimization | Levy d = 2 | Final Distance0.357 | 6 | |
| Continuous Optimisation | Levy 03 | Mean Best Fitness0.355 | 6 |
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