| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Function Optimization | Rosenbrock D=1000 | Convergence Value33,332.2138 | 19 | |
| Surrogate Modeling | Rosenbrock 10D | Normalized RMSE0.49 | 16 | |
| Warm-starting optimization | Rosenbrock unseen parameters (test) | Cumulative Distribution % (k=1)86.47 | 15 | |
| High-dimensional optimization | Rosenbrock D=10000 | Convergence Value34,236.7869 | 13 | |
| Stochastic Lipschitz Optimization | Rosenbrock | Simple Regret0.034 | 10 | |
| Global Optimization | Rosenbrock $d=500$ | MSE0.02 | 9 | |
| Bayesian Optimization | Rosenbrock d=100 synthetic (round 10) | Relative Batch Instantaneous Regret0.014 | 9 | |
| Bayesian Optimization | Rosenbrock (d=50) synthetic (round 10) | Relative Batch Instantaneous Regret0.01 | 9 | |
| Bayesian Optimization | Rosenbrock (d=20) synthetic (round 10) | Relative Batch Instantaneous Regret0.004 | 9 | |
| Bayesian Optimization | Rosenbrock d=10 round 10 synthetic | Relative Batch Instantaneous Regret0.002 | 9 | |
| Bayesian Optimization | Rosenbrock (d=2) synthetic (round 10) | Relative Batch Instantaneous Regret0.001 | 9 | |
| Black-box Optimization | Rosenbrock10 function | AUSR1,221.9 | 8 | |
| 2D Synthetic Target Sampling | ROSENBROCK 2D Synthetic | KSD0.053 | 8 | |
| Continuous Black-box Optimization | Rosenbrock 30D | Average Final Objective Value0 | 7 | |
| Bayesian Optimization | Rosenbrock | Mean Stopping Iteration9.7 | 7 | |
| Calibration of Gaussian Process | Rosenbrock6 | twCRPS39 | 7 | |
| Empirical Coverage Estimation | Rosenbrock6 | Empirical Coverage (90%)91 | 7 | |
| Quality-Diversity Optimization | Rosenbrock 2D | QD Score42 | 6 | |
| Fitness Landscape Optimization | Rosenbrock | Average Entropy6 | 6 | |
| Continuous Optimisation | Rosenbrock | Mean Best Fitness236.1 | 6 | |
| Continuous Optimization | Rosenbrock | Std Dev of Mean Best Fitness0.021 | 6 | |
| Global Optimization | Rosenbrock D=4, T=96 | Stopping Time34 | 6 | |
| Bayesian Optimization | Rosenbrock d+1=3 | Average Regret3.81 | 6 | |
| Black-box Optimization | Rosenbrock d=30; D=1000 | Final Best Objective (Median)48.82 | 5 | |
| Global Optimization | Rosenbrock 1000D (test) | Fitness (Mean)5,870,800 | 5 |