# Black-box Optimization on Levy-10D 300 evaluations Source: [Black-box Optimization on Levy-10D 300 evaluations]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:42.522Z Evaluation of black-box optimization algorithms on the Levy-10D test suite, measured by the wall clock time required to complete the evaluations. 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) | Levy-10D 300 evaluations | | Metric | Wall Clock Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 8 of 8 | | 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)](): Lower is better; unit: TIME. ## Recorded results | Method | Wall Clock Time (s) | Result date | Report paper | | --- | --- | --- | --- | | CMA-ES | 0.043 | Not recorded | 68fa6df71e209131cea3d083 | | DROPOUT-BO | 3.225 | Not recorded | 68fa6df71e209131cea3d083 | | MCTS-VS-BO | 3.753 | Not recorded | 68fa6df71e209131cea3d083 | | VANILLA BO | 4.14 | Not recorded | 68fa6df71e209131cea3d083 | | MCTS-VS-TURBO | 5.616 | Not recorded | 68fa6df71e209131cea3d083 | | TURBO | 9.206 | Not recorded | 68fa6df71e209131cea3d083 | | LA-MCTS-TURBO | 22.165 | Not recorded | 68fa6df71e209131cea3d083 | | HESBO | 185.092 | Not recorded | 68fa6df71e209131cea3d083 | ### CMA-ES Wall Clock Time (s): 0.043. Result ID: 698ffc633a6c314849fd4480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DROPOUT-BO Wall Clock Time (s): 3.225. Result ID: 698ffc633a6c314849fd447a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCTS-VS-BO Wall Clock Time (s): 3.753. Result ID: 698ffc633a6c314849fd447b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"MCTS-VS","Base Optimizer":"BO"}. This record does not assert independent reproduction. ### VANILLA BO Wall Clock Time (s): 4.14. Result ID: 698ffc633a6c314849fd4479. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCTS-VS-TURBO Wall Clock Time (s): 5.616. Result ID: 698ffc633a6c314849fd447e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"MCTS-VS","Base Optimizer":"TuRBO"}. This record does not assert independent reproduction. ### TURBO Wall Clock Time (s): 9.206. Result ID: 698ffc633a6c314849fd447c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LA-MCTS-TURBO Wall Clock Time (s): 22.165. Result ID: 698ffc633a6c314849fd447d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Strategy":"LA-MCTS","Base Optimizer":"TuRBO"}. This record does not assert independent reproduction. ### HESBO Wall Clock Time (s): 185.092. Result ID: 698ffc633a6c314849fd447f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.