# Bayesian Optimization on Emb. Hartmann 6 d=100 synthetic (round 10) Source: [Bayesian Optimization on Emb. Hartmann 6 d=100 synthetic (round 10)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:52.911Z Evaluation of Bayesian Optimization algorithms on the 100-dimensional Hartmann synthetic function (configuration 'round 10'), measured by Relative batch instantaneous regret. 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 | Bayesian Optimization | | Dataset (including any stated split) | Emb. Hartmann 6 d=100 synthetic (round 10) | | Metric | Relative Batch Instantaneous Regret | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 9 of 9 | | 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 - [Relative Batch Instantaneous Regret](): Lower is better; unit: SCALAR. ## Recorded results | Method | Relative Batch Instantaneous Regret | Result date | Report paper | | --- | --- | --- | --- | | meanBEEBO | 0.035 | Not recorded | 68fa75361e209131cea6672a | | meanBEEBO | 0.068 | Not recorded | 68fa75361e209131cea6672a | | maxBEEBO | 0.086 | Not recorded | 68fa75361e209131cea6672a | | maxBEEBO | 0.144 | Not recorded | 68fa75361e209131cea6672a | | maxBEEBO | 0.172 | Not recorded | 68fa75361e209131cea6672a | | meanBEEBO | 0.175 | Not recorded | 68fa75361e209131cea6672a | | q-UCB | 0.573 | Not recorded | 68fa75361e209131cea6672a | | q-UCB | 0.692 | Not recorded | 68fa75361e209131cea6672a | | q-UCB | 0.863 | Not recorded | 68fa75361e209131cea6672a | ### meanBEEBO Relative Batch Instantaneous Regret: 0.035. Result ID: 699393f93a6c31484916fbfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sqrt(kappa)":1,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### meanBEEBO Relative Batch Instantaneous Regret: 0.068. Result ID: 699393f93a6c31484916fbf8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sqrt(kappa)":0.1,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### maxBEEBO Relative Batch Instantaneous Regret: 0.086. Result ID: 699393f93a6c31484916fbfc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sqrt(kappa)":1,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### maxBEEBO Relative Batch Instantaneous Regret: 0.144. Result ID: 699393f93a6c31484916fbf9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sqrt(kappa)":0.1,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### maxBEEBO Relative Batch Instantaneous Regret: 0.172. Result ID: 699393f93a6c31484916fbff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sqrt(kappa)":10,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### meanBEEBO Relative Batch Instantaneous Regret: 0.175. Result ID: 699393f93a6c31484916fbfe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sqrt(kappa)":10,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### q-UCB Relative Batch Instantaneous Regret: 0.573. Result ID: 699393f93a6c31484916fbfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sqrt(kappa)":0.1,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### q-UCB Relative Batch Instantaneous Regret: 0.692. Result ID: 699393f93a6c31484916fc00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sqrt(kappa)":10,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. ### q-UCB Relative Batch Instantaneous Regret: 0.863. Result ID: 699393f93a6c31484916fbfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sqrt(kappa)":1,"Batch Size (Q)":100,"Round":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.