| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Blackbox Optimization | Ackley | Optimized Cost3.1 | 18 | |
| Surrogate Modeling | Ackley 4D | Normalized RMSE0.64 | 16 | |
| Function Optimization | Ackley | Avg Max Reward0.993 | 12 | |
| Black-box Optimization | Ackley-5d | Average Runtime30.9906 | 11 | |
| Global Optimization | Ackley01 function | Mean Objective Value1.94 | 10 | |
| Global Optimization | Ackley d=500 | MSE0.04 | 9 | |
| Global Optimization | Ackley-8D | Best Objective Value4.08 | 9 | |
| Bayesian Optimization | Ackley | Final Cumulative Expected Regret259.43 | 9 | |
| Black-box Optimization | Ackley d=20 | Median Best Objective Value0.12 | 9 | |
| Stochastic Lipschitz Optimization | Ackley | Simple Regret0.078 | 9 | |
| Bayesian Optimization | Ackley d=100 synthetic (round 10) | Relative Batch Instantaneous Regret0.137 | 9 | |
| Bayesian Optimization | Ackley d=50 synthetic (round 10) | Relative Batch Instantaneous Regret0.177 | 9 | |
| Bayesian Optimization | Ackley (d=20) synthetic (round 10) | Relative Batch Instantaneous Regret0.219 | 9 | |
| Bayesian Optimization | Ackley d=10 synthetic (round 10) | Relative Batch Instantaneous Regret0.253 | 9 | |
| Bayesian Optimization | Ackley d=2 synthetic (round 10) | Relative Batch Instantaneous Regret0.165 | 9 | |
| Global Optimization | Ackley 10-dimensional | Mean Function Evaluations205 | 8 | |
| Continuous Black-box Optimization | Ackley 30D | Average Final Objective Value1.2893 | 7 | |
| Calibration of Gaussian Process | Ackley4 | twCRPS0.012 | 7 | |
| Black-box Optimization | Ackley d=20 | Average CPU Time (s)9.13 | 7 | |
| Empirical Coverage Estimation | Ackley4 | Empirical Coverage (90%)94 | 7 | |
| Quality-Diversity Optimization | Ackley 2D | QD-Score33 | 6 | |
| Fitness Landscape Optimization | Ackley | Average Entropy5.98 | 6 | |
| Function Optimization | Ackley d = 500 | Final Distance0.035 | 6 | |
| Function Optimization | Ackley d = 100 | Final Distance0.178 | 6 | |
| Function Optimization | Ackley d = 20 | Final Distance0.228 | 6 |