| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Surrogate Modeling | Ackley 4D | Normalized RMSE0.64 | 16 | |
| Function Optimization | Ackley | Avg Max Reward0.993 | 12 | |
| Global Optimization | Ackley01 function | Mean Objective Value1.94 | 10 | |
| 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 | |
| Empirical Coverage Estimation | Ackley4 | Empirical Coverage (90%)94 | 7 | |
| Continuous Optimisation | Ackley02 | Mean Best Fitness0.001 | 6 | |
| Continuous Optimization | Ackley02 | Std Dev of Mean Best Fitness0.005 | 6 | |
| Bayesian Optimization | Ackley d+1=4 | Average Regret2.24 | 6 | |
| Black-box Optimization | Ackley d=30; D=1000 | Final Objective (Median)0.65 | 5 | |
| Synthetic Function Optimization | Ackley 2D | Optimal Gap0.2401 | 5 | |
| Global Optimization | Ackley 1000D (test) | Mean Fitness13.652 | 5 | |
| Bayesian Optimization | Ackley d=2, 10, 20, 50, 100 | Relative Batch Instantaneous Regret29.2 | 5 | |
| Function Optimization | Ackley 64 | Avg Max Reward-0.0036 | 5 | |
| Global Optimization | Ackley 100d | Mean Final Objective Value0 | 5 | |
| Global Optimization | Ackley 2d | Mean Objective Value0.169 | 5 | |
| Sequential optimization | Ackley Dim 8 | AUC0.36 | 5 | |
| Sequential optimization | Ackley Dim 4 | AUC0.59 | 5 | |
| Sequential optimization | Ackley Dim 2 | AUC83 | 5 |