# Black-box Optimization on Hartmann-6D 500 evaluations

Source: [Black-box Optimization on Hartmann-6D 500 evaluations](<https://www.sota2.com/research/sota/black-box-optimization-on-hartmann-6d-500-evaluations>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:08:42.560Z

Evaluation of black-box optimization algorithms on the Hartmann-6D test function configured for 500 evaluations, measured by wall clock time.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Black-box Optimization |
| Dataset (including any stated split) | Hartmann-6D 500 evaluations |
| Metric | Wall Clock Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Wall Clock Time (s)](<https://www.sota2.com/research/sota/black-box-optimization-on-hartmann-6d-500-evaluations.md?metric=Wall%20Clock%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Wall Clock Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| CMA-ES | 0.045 | Not recorded | 68fa6df71e209131cea3d083 |
| DROPOUT-BO | 3.685 | Not recorded | 68fa6df71e209131cea3d083 |
| MCTS-VS-BO | 4.59 | Not recorded | 68fa6df71e209131cea3d083 |
| VANILLA BO | 5.54 | Not recorded | 68fa6df71e209131cea3d083 |
| MCTS-VS-TURBO | 5.893 | Not recorded | 68fa6df71e209131cea3d083 |
| TURBO | 9.754 | Not recorded | 68fa6df71e209131cea3d083 |
| LA-MCTS-TURBO | 34.381 | Not recorded | 68fa6df71e209131cea3d083 |
| HESBO | 55.699 | Not recorded | 68fa6df71e209131cea3d083 |
| ALEBO | 512.641 | Not recorded | 68fa6df71e209131cea3d083 |
| SAASBO | 4163.121 | Not recorded | 68fa6df71e209131cea3d083 |

### CMA-ES

Wall Clock Time (s): 0.045. Result ID: 698ffc633a6c314849fd4494.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec21e209131cea41cd8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DROPOUT-BO

Wall Clock Time (s): 3.685. Result ID: 698ffc633a6c314849fd448c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d851e209131cea9370a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MCTS-VS-BO

Wall Clock Time (s): 4.59. Result ID: 698ffc633a6c314849fd448d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Implementation](<https://github.com/lamda-bbo/MCTS-VS>)

Recorded evaluation configuration: {"Search Strategy":"MCTS-VS","Base Optimizer":"BO"}. This record does not assert independent reproduction.

### VANILLA BO

Wall Clock Time (s): 5.54. Result ID: 698ffc633a6c314849fd448b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MCTS-VS-TURBO

Wall Clock Time (s): 5.893. Result ID: 698ffc633a6c314849fd4490.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Implementation](<https://github.com/lamda-bbo/MCTS-VS>)

Recorded evaluation configuration: {"Search Strategy":"MCTS-VS","Base Optimizer":"TuRBO"}. This record does not assert independent reproduction.

### TURBO

Wall Clock Time (s): 9.754. Result ID: 698ffc633a6c314849fd448e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67181e209131cea141f1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LA-MCTS-TURBO

Wall Clock Time (s): 34.381. Result ID: 698ffc633a6c314849fd448f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59171e209131ce9b3dff.md>)

Recorded evaluation configuration: {"Search Strategy":"LA-MCTS","Base Optimizer":"TuRBO"}. This record does not assert independent reproduction.

### HESBO

Wall Clock Time (s): 55.699. Result ID: 698ffc633a6c314849fd4492.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ALEBO

Wall Clock Time (s): 512.641. Result ID: 698ffc633a6c314849fd4493.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a01e209131cea1d33c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SAASBO

Wall Clock Time (s): 4163.121. Result ID: 698ffc633a6c314849fd4491.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6df71e209131cea3d083.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260ea.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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